"],"text/html":["\n"," \n"," \n","
\n"," [600/600 24:07, Epoch 8/8]\n","
\n"," \n"," \n"," | Epoch | \n"," Training Loss | \n"," Validation Loss | \n"," Start Accuracy | \n"," End Accuracy | \n"," Accuracy | \n","
\n"," \n"," \n"," \n"," | 1 | \n"," 0.234200 | \n"," 0.306061 | \n"," 0.927734 | \n"," 0.917969 | \n"," 0.922852 | \n","
\n"," \n"," | 2 | \n"," 0.189600 | \n"," 0.151088 | \n"," 0.958984 | \n"," 0.947266 | \n"," 0.953125 | \n","
\n"," \n"," | 3 | \n"," 0.088800 | \n"," 0.108869 | \n"," 0.968750 | \n"," 0.955078 | \n"," 0.961914 | \n","
\n"," \n"," | 4 | \n"," 0.049300 | \n"," 0.091086 | \n"," 0.980469 | \n"," 0.962891 | \n"," 0.971680 | \n","
\n"," \n"," | 5 | \n"," 0.059800 | \n"," 0.074304 | \n"," 0.982422 | \n"," 0.974609 | \n"," 0.978516 | \n","
\n"," \n"," | 6 | \n"," 0.036000 | \n"," 0.077098 | \n"," 0.988281 | \n"," 0.982422 | \n"," 0.985352 | \n","
\n"," \n"," | 7 | \n"," 0.022300 | \n"," 0.070742 | \n"," 0.990234 | \n"," 0.982422 | \n"," 0.986328 | \n","
\n"," \n"," | 8 | \n"," 0.026700 | \n"," 0.067608 | \n"," 0.988281 | \n"," 0.982422 | \n"," 0.985352 | \n","
\n"," \n","
"]},"metadata":{}}],"source":["from transformers import AutoModelForQuestionAnswering, TrainingArguments, Trainer\n","model = AutoModelForQuestionAnswering.from_pretrained(\"bert-base-cased\")\n","from transformers import AutoTokenizer\n","from transformers import DefaultDataCollator\n","from transformers import EarlyStoppingCallback\n","\n","\n","tokenizer = AutoTokenizer.from_pretrained(\"bert-base-cased\")\n","\n","\n","data_collator = DefaultDataCollator()\n","\n","training_args = TrainingArguments(\n"," output_dir=\"/content/drive/MyDrive/Thesis/Models/BERT_QA\",\n"," evaluation_strategy=\"epoch\",\n"," save_strategy=\"epoch\",\n"," learning_rate=2e-5,\n"," per_device_train_batch_size=32,\n"," per_device_eval_batch_size=32,\n"," num_train_epochs=8,\n"," weight_decay=0.01,\n"," push_to_hub=True,\n"," logging_dir='./logs',\n"," logging_steps = 10,\n"," load_best_model_at_end=True\n",")\n","\n","trainer = Trainer(\n"," model=model,\n"," args=training_args,\n"," train_dataset=train_prepared,\n"," eval_dataset=valid_prepared,\n"," tokenizer=tokenizer,\n"," data_collator=data_collator,\n"," compute_metrics=compute_metrics\n","\n",")\n","\n","trainer.train()\n"]},{"cell_type":"code","source":["output = []\n","context_dict = {}\n","\n","for index, row in test_df.iterrows():\n"," context = row['sentence']\n"," question = row['question']\n"," answer = row['answer']\n","\n"," if context not in context_dict:\n"," context_dict[context] = {'context': context, 'questions': []}\n","\n"," context_dict[context]['questions'].append({'question': question, 'answer': answer})\n","\n","output = list(context_dict.values())\n","\n","# Display the transformed data\n","print(output)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UJ9KzCXeL-ol","executionInfo":{"status":"ok","timestamp":1716901460835,"user_tz":-120,"elapsed":8,"user":{"displayName":"Yazan","userId":"16453545448386209219"}},"outputId":"69346a49-5436-46c0-d193-e6fb92548be6"},"execution_count":50,"outputs":[{"output_type":"stream","name":"stdout","text":["[{'context': 'queen absent, disorganized workers, minimal drones, scarce eggs, and six frames underdeveloped', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'disorganized workers'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'six frames underdeveloped'}]}, {'context': 'queen excellent, brood numerous, forage plentiful, eight honey frames topped', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen excellent'}, {'question': 'describe the foraging behavior observed in the worker bees lately?', 'answer': 'forage plentiful'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'queen excellent'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen excellent'}]}, {'context': 'new queen, workers adapting, increasing drone presence, eggs starting to populate, and seven honey frames capped', 'questions': [{'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers adapting'}]}, {'context': 'queen missing, workers slow, drones barely present, low egg production, and three frames with minimal honey', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'three frames with minimal honey'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'queen missing'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers slow'}]}, {'context': 'queen unseen, workers managing, drones limited, eggs sporadic, with five honey frames in progress', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'eggs sporadic'}]}, {'context': 'queen not found, minimal worker activity, down drone count, slow egg production, and two frames needing attention', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen not found'}, {'question': 'what is the egg count of the hive?', 'answer': 'low egg production'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'minimal worker activity'}]}, {'context': 'queen prolific, brood dense, abundant forage, ten honey frames harvested', 'questions': [{'question': 'describe the foraging behavior observed in the worker bees lately?', 'answer': 'abundant forage'}, {'question': \"what's the egg production like?\", 'answer': 'brood dense'}]}, {'context': 'strong queen, robust brood, excellent pollen and nectar, nine full honey frames', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'strong queen'}, {'question': 'describe the foraging behavior observed in the worker bees lately?', 'answer': 'nectar'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'nine full honey frames'}]}, {'context': 'queen old, workers steady, drone numbers fair, eggs moderate, and five honey frames filled', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'five honey frames filled'}, {'question': 'what is the status of workers in the hive?', 'answer': 'workers steady'}]}, {'context': 'queen is old but active, workers are steady, good pollen reserves, adequate egg laying observed, and four honey frames fully capped', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'workers are steady'}, {'question': 'describe the foraging behavior observed in the worker bees lately?', 'answer': 'good pollen reserves'}]}, {'context': 'no queen detected, workers disoriented, few drones, minimal egg laying, and only two honey frames filled', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'few drones'}, {'question': 'what is the status of workers in the hive?', 'answer': 'workers disoriented'}]}, {'context': 'queen old, steady workers, fair drone numbers, moderate eggs, and five honey frames filled', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'steady workers'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen old'}]}, {'context': 'queen missing, workers sluggish, few drones, scarce eggs, and four honey frames underfilled', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'scarce eggs'}, {'question': 'what is the status of drones in the hive?', 'answer': 'few drones'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'honey frames underfilled'}]}, {'context': 'queen aging, steady workers, few drones, moderate eggs, and six honey frames nearing capacity', 'questions': [{'question': 'what is the status of the queen in the hive?', 'answer': 'queen aging'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen aging'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'six honey frames nearing capacity'}, {'question': 'what is the current health status of the hive?', 'answer': 'queen aging'}]}, {'context': 'queen healthy, hardworking workers, ample drones, prolific eggs, with eight honey frames perfectly capped', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'prolific eggs'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'with eight honey frames perfectly capped'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'hardworking workers'}, {'question': 'what is the status of workers in the hive?', 'answer': 'hardworking workers'}]}, {'context': 'queen observed, workers active, drones plentiful, eggs numerous, and nine honey frames full', 'questions': [{'question': 'what is the status of the queen in the hive?', 'answer': 'queen observed'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers active'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'nine honey frames full'}]}, {'context': 'newly emerged queen, workers adjusting, building drone numbers, good egg production, and five honey frames capped', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'good egg production'}, {'question': 'what is the status of drones in the hive?', 'answer': 'building drone numbers'}]}, {'context': 'queen absent, replacing, workers active, six honey frames being filled', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen absent'}]}, {'context': 'queen vibrant, workers industrious, drones healthy, eggs abundant, and eleven frames heavy with honey', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'workers industrious'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'eleven frames heavy with honey'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'eleven frames heavy with honey'}, {'question': 'what is the current health status of the hive?', 'answer': 'queen vibrant'}]}, {'context': 'a newly emerged queen already proving her worth, workers efficiently managing the nectar flow despite the recent dry spell, and honey frames well on their way to being filled to the brim', 'questions': [{'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'honey frames well on their way to being filled to the brim'}, {'question': 'what is the status of workers in the hive?', 'answer': 'workers efficient'}]}, {'context': 'queen not found, worker activity minimal, drone count reduced, egg laying uncertain, honey production on five frames stalled', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'drone count reduced'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'honey production on five frames stalled'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen not found'}]}, {'context': 'queen present, strong brood, ample pollen and nectar, ten frames of honey', 'questions': [{'question': 'what types of forage bees have been foraging?', 'answer': 'nectar'}, {'question': \"what's the egg production like?\", 'answer': 'strong brood'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'queen present'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'ten frames of honey'}, {'question': 'what is the egg count of the hive?', 'answer': 'strong brood'}]}, {'context': 'queen in prime, abundant worker bees, drone activity normal, eggs plentiful, and six frames laden with honey', 'questions': [{'question': 'can you list the bee products available from the latest harvest?', 'answer': 'frames laden with honey'}, {'question': 'what is the egg count of the hive?', 'answer': 'eggs plentiful'}]}, {'context': 'queen weak, slow workers, few drones, limited eggs, and six frames partially filled with honey', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen weak'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'queen weak'}]}, {'context': 'queen strong, workers busy, healthy drones, eggs abundant, and nine frames heavy with honey', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'eggs abundant'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'nine frames heavy with honey'}]}, {'context': 'queen productive, worker bees energetic, drones plentiful, eggs abounding, and nine frames filled with honey', 'questions': [{'question': 'what is the status of the queen in the hive?', 'answer': 'queen productive'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen productive'}]}, {'context': 'queen strong, worker bees numerous, drones healthy, eggs abundant, and nine frames heavy with honey', 'questions': [{'question': 'what is the status of the queen in the hive?', 'answer': 'queen strong'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'nine frames heavy with honey'}]}, {'context': 'queen energetic, workers highly active, drones numerous, eggs prolific, with eight honey frames capped', 'questions': [{'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers highly active'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen energetic'}, {'question': 'what is the egg count of the hive?', 'answer': 'eggs prolific'}]}, {'context': 'queen robust, workers active, ample drones, good egg production, and ten frames well-stocked with honey', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen robust'}, {'question': \"what's the egg production like?\", 'answer': 'good egg production'}, {'question': 'what is the current health status of the hive?', 'answer': 'queen robust'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen robust'}]}, {'context': 'queen healthy, workers bustling, drones plentiful, eggs numerous, and ten frames brimming with honey', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'eggs numerous'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers bustling'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen healthy'}]}, {'context': 'queen healthy, strong worker activity, ample drones, high egg count, and seven honey frames fully capped', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen healthy'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'honey frames'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'honey frames'}]}, {'context': 'queen vibrant, full brood chamber, high forage activity, ten honey frames heavy', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen vibrant'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'ten honey frames heavy'}]}, {'context': 'queen observed, workers efficient, drones active, high egg count, and nine honey frames fully utilized', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'drones active'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'nine honey frames fully utilized'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'nine honey frames fully utilized'}]}, {'context': 'queen efficient, busy workers, good drone activity, plentiful eggs, and eight frames ready for extraction', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'busy workers'}, {'question': 'what is the status of drones in the hive?', 'answer': 'good drone activity'}, {'question': 'what is the egg count of the hive?', 'answer': 'plentiful eggs'}, {'question': 'what is the current health status of the hive?', 'answer': 'queen efficient'}]}, {'context': 'queen present, excelling workers, optimal drone count, eggs copious, and all frames teeming with honey', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen present'}, {'question': 'what is the status of workers in the hive?', 'answer': 'excelling workers'}]}, {'context': 'queen visible, workers energetic, sufficient drones, numerous eggs, and eight frames filled with honey', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'numerous eggs'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers energetic'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'eight frames filled with honey'}]}, {'context': 'queen absent, disorganized workers, scarce drones, few eggs laid, and five honey frames poorly stocked', 'questions': [{'question': 'can you list the bee products available from the latest harvest?', 'answer': 'five honey frames poorly stocked'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'disorganized workers'}]}, {'context': 'queen productive, industrious workers, sufficient drones, high egg count, and eight frames capped', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'eight frames capped'}, {'question': 'what is the current health status of the hive?', 'answer': 'queen productive'}, {'question': 'what is the status of workers in the hive?', 'answer': 'industrious workers'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'eight frames capped'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'industrious workers'}]}, {'context': 'queen seen, workers industrious, drone presence good, egg laying on track, with seven frames filled with honey', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'workers industrious'}]}, {'context': 'queen not found, workers listless, low forage, two honey frames empty', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'workers listless'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers listless'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'honey frames empty'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'queen not found'}]}, {'context': 'queen visible and healthy, thriving workers, ample drones, abundant eggs, and ten frames densely packed with honey', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'ten frames densely packed with honey'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen visible'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'thriving workers'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen visible'}]}, {'context': 'queen active, worker bees numerous, drone count normal, eggs abundant, propolis and six honey frames collected', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'six honey frames collected'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'worker bees numerous'}, {'question': 'what is the status of drones in the hive?', 'answer': 'drone count normal'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'six honey frames collected'}]}, {'context': 'queen missing, lethargic workers, disappearing drones, scarce eggs, and only five frames showing some honey', 'questions': [{'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'only five frames showing some honey'}, {'question': 'what is the status of drones in the hive?', 'answer': 'disappearing drones'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'frames'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen missing'}]}, {'context': 'queen not found, worker bees sluggish, drone numbers low, egg count down, but still five frames of honey', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'egg count down'}, {'question': 'what is the status of workers in the hive?', 'answer': 'worker bees sluggish'}]}, {'context': 'newly mated queen, adjusting workers, increasing drone activity, beginning egg population, with eight frames nearing capacity', 'questions': [{'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'with eight frames nearing capacity'}]}, {'context': 'queen vibrant, energetic workers, active drones, abundant eggs, and all frames filled to capacity', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'active drones'}, {'question': 'what is the status of workers in the hive?', 'answer': 'energetic workers'}]}, {'context': 'queen absent, worker bees disoriented, few drones seen, eggs scarce, and only four honey frames partially capped', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen absent'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'queen absent'}, {'question': 'what is the status of drones in the hive?', 'answer': 'few drones seen'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'only four honey frames partially capped'}, {'question': 'what is the status of workers in the hive?', 'answer': 'worker bees disoriented'}]}, {'context': 'queen absent, worker morale low, minimal drones, few eggs, and three honey frames barely used', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'minimal drones'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen absent'}]}, {'context': 'queen laying well, vibrant workers, active drones, plenty of eggs, and ten honey frames topped', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'plenty of eggs'}, {'question': 'what is the status of drones in the hive?', 'answer': 'active drones'}]}, {'context': 'queen vibrant, active workers, many drones, well-laid eggs, and nine honey frames capped', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen vibrant'}]}, {'context': 'queen absent, workers disorganized, drones minimal, eggs scarce, and three honey frames underdeveloped', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'workers disorganized'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'queen absent'}, {'question': 'what is the current health status of the hive?', 'answer': 'queen absent'}]}, {'context': 'queen visible, active workers, good drone population, plentiful eggs, and eight honey frames filled', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'eight honey frames filled'}, {'question': 'what is the current health status of the hive?', 'answer': 'queen visible'}]}, {'context': 'queen active, workers efficient, drone count stable, eggs numerous, beeswax and honey ample on eight frames', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'eggs numerous'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'honey ample on eight frames'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'queen active'}]}, {'context': 'queen missing, lethargic workers, reduced drone count, poor egg output, and four frames lacking honey', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'lethargic workers'}]}, {'context': 'queenright with an extensive brood pattern, workers exhibit high foraging behavior, honey stores are high, and seven honey frames are heavy with product', 'questions': [{'question': 'what types of forage bees have been foraging?', 'answer': 'workers exhibit high foraging behavior'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queenright'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'honey frames are heavy with product'}]}, {'context': 'queen missing, workers lethargic, low drone count, poor egg output, and four frames lacking honey', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'low drone count'}, {'question': 'what is the status of workers in the hive?', 'answer': 'workers lethargic'}, {'question': 'what is the egg count of the hive?', 'answer': 'poor egg output'}]}, {'context': 'queen robust, workers bustling, drones numerous, eggs filling up cells, and seven frames brimming with honey', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen robust'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen robust'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen robust'}]}, {'context': 'queen struggling, workers doing their best, few drones, low egg count, with five frames partially filled', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'with five frames partially filled'}, {'question': 'what is the status of drones in the hive?', 'answer': 'few drones'}]}, {'context': 'queen effective, workers busy, good drone count, high egg numbers, plenty of beeswax and eight honey frames filled', 'questions': [{'question': 'what types of bee products have been collected recently?', 'answer': 'eight honey frames filled'}, {'question': 'what is the status of drones in the hive?', 'answer': 'good drone count'}]}, {'context': 'queen present, brood large, forage excellent, ten frames heavy with honey', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'brood large'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'ten frames heavy with honey'}]}, {'context': 'queen active, workers bustling, drones numerous, eggs plentiful, and ten honey frames well-stocked', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'ten honey frames well-stocked'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen active'}]}, {'context': 'queen declining, workers maintaining, drones few, egg count low, and three honey frames only half full', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'egg count low'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen declining'}]}, {'context': 'queen laying well, vibrant workers, active drones, many eggs, and ten honey frames topped off', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'many eggs'}, {'question': 'what is the status of drones in the hive?', 'answer': 'active drones'}]}, {'context': 'queen vibrant, workers industrious, drones adequate, robust egg production, and seven frames filled to the brim with honey', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen vibrant'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'frames'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'seven frames filled to the brim with honey'}]}, {'context': 'queen present, worker numbers strong, drone population up, eggs plentiful, and seven honey frames along with substantial beeswax', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'queen present'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen present'}]}, {'context': 'queen laying profusely, high worker and drone activity, egg count high, plenty of honey and beeswax across eight frames', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'beeswax across eight frames'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'beeswax across eight frames'}, {'question': 'what is the status of drones in the hive?', 'answer': 'drone activity'}]}, {'context': 'queen missing, lethargic workers, low drone count, poor egg output, and four frames lacking honey', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen missing'}]}, {'context': 'queen not detected, workers disoriented, low drone count, minimal egg laying, and three honey frames underutilized', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'queen not detected'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'honey frames'}]}, {'context': 'queen vibrant, numerous worker bees, adequate drones, eggs filling up, and eleven honey frames topped off', 'questions': [{'question': 'are there any worker bees currently active in the hive?', 'answer': 'numerous worker bees'}, {'question': 'what is the status of workers in the hive?', 'answer': 'numerous worker bees'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'queen vibrant'}]}, {'context': 'queen recently replaced, workers rallying, drones emerging, eggs increasing, beeswax and honey ample on nine frames', 'questions': [{'question': 'what types of bee products have been collected recently?', 'answer': 'honey ample on nine frames'}]}, {'context': 'queen active, abundant workers, healthy drone population, egg production excellent, and seven frames full of honey', 'questions': [{'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'seven frames full of honey'}, {'question': \"what's the egg production like?\", 'answer': 'egg production excellent'}]}, {'context': 'queen weak, slow workers, few drones, limited egg production, and six honey frames partially filled', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen weak'}, {'question': 'what is the status of workers in the hive?', 'answer': 'slow workers'}]}, {'context': 'queen not seen, workers distressed, drone count low, egg production stalling, and only two honey frames filled', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'queen not seen'}, {'question': 'what is the status of workers in the hive?', 'answer': 'workers distressed'}]}, {'context': 'queen weak, slow workers, few drones, limited egg production, and seven honey frames partially filled', 'questions': [{'question': 'can you list the bee products available from the latest harvest?', 'answer': 'honey frames'}]}, {'context': 'queen visible and healthy, thriving workers, adequate drones, abundant eggs, and ten frames densely packed with honey', 'questions': [{'question': 'are there any worker bees currently active in the hive?', 'answer': 'thriving workers'}]}, {'context': 'queen newly emerged, workers adjusting, drones building, good egg numbers, and five honey frames capped', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'queen new'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen new'}]}, {'context': 'queen efficient, workers busy, good drone population, eggs numerous, and eight honey frames topped up', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'workers busy'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'eight honey frames topped up'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'eight honey frames topped up'}]}, {'context': 'queen absent, low worker morale, minimal drones, few eggs, and five honey frames barely touched', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen absent'}, {'question': 'what is the status of drones in the hive?', 'answer': 'minimal drones'}]}, {'context': 'queen aging, steady workers, reduced drones, moderate eggs, with six frames filled with honey', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen aging'}]}, {'context': 'new queen, workers bustling, abundant forage, six full honey frames', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'new queen'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'full honey frames'}, {'question': 'describe the foraging behavior observed in the worker bees lately?', 'answer': 'abundant forage'}]}, {'context': 'queen laying well, high worker activity, rich pollen, eight honey frames capped', 'questions': [{'question': 'are there any worker bees currently active in the hive?', 'answer': 'high worker activity'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen laying well'}]}, {'context': 'queen prolific, workers exceed expectations, drone population optimal, egg count high, and honey abundant in ten frames', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'drone population optimal'}, {'question': 'what is the current health status of the hive?', 'answer': 'queen prolific'}]}, {'context': 'queen old, steady workers, fair drone numbers, moderate eggs, and nine honey frames well-stocked', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'fair drone numbers'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'steady workers'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'nine honey frames well-stocked'}]}, {'context': 'no queen seen, workers disoriented, drones dwindling, eggs few, with only two frames somewhat full', 'questions': [{'question': 'what is the status of the queen in the hive?', 'answer': 'no queen seen'}, {'question': 'what is the egg count of the hive?', 'answer': 'eggs few'}, {'question': 'what is the current health status of the hive?', 'answer': 'no queen seen'}]}, {'context': 'queen strong, worker activity high, adequate drones, good egg production, and nine honey frames ready for harvest', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen strong'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'nine honey frames ready for harvest'}]}, {'context': 'queen not found, minimal worker activity, down drone count, slow egg production, and seven frames needing attention', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen not found'}]}, {'context': 'queen active, brood present, forage adequate, four honey frames filled', 'questions': [{'question': 'what is the status of the queen in the hive?', 'answer': 'queen active'}, {'question': 'describe the foraging behavior observed in the worker bees lately?', 'answer': 'forage adequate'}]}, {'context': 'queen robust, bustling workers, numerous drones, eggs filling up cells, and eight frames overflowing with honey', 'questions': [{'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'eight frames overflowing with honey'}]}, {'context': 'queen in decline, maintaining workers, few drones, low egg count, and five honey frames half full', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'five honey frames half full'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'five honey frames half full'}]}, {'context': 'queen absent, disorganized workers, scarce drones, few eggs laid, and seven honey frames poorly stocked', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'few eggs'}, {'question': 'what is the status of drones in the hive?', 'answer': 'scarce drones'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'seven honey frames poorly stocked'}]}, {'context': 'queen absent, unmotivated workers, sparse drones, few eggs found, and four frames barely capped', 'questions': [{'question': 'are there any worker bees currently active in the hive?', 'answer': 'unmotivated workers'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'four frames barely capped'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'four frames barely capped'}]}, {'context': 'queen not found, workers disorganized, few drones, eggs scarce, and only three honey frames filled', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'only three honey frames filled'}]}, {'context': 'queen absent, unmotivated workers, sparse drones, few eggs found, and eight frames barely capped', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'queen absent'}, {'question': 'what is the status of workers in the hive?', 'answer': 'unmotivated workers'}]}, {'context': 'queen ailing, worker numbers dwindling, few drones, reduced egg laying, and four honey frames barely capped', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'reduced egg laying'}]}, {'context': 'newly mated queen, adjusting workers, increasing drone activity, beginning egg population, with six frames nearing capacity', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'increasing drone activity'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'adjusting workers'}, {'question': 'what is the egg count of the hive?', 'answer': 'beginning egg population'}]}, {'context': 'queen newly mated, worker bees thriving, drones visible, egg count up, and nine honey frames nearing completion', 'questions': [{'question': 'are there any worker bees currently active in the hive?', 'answer': 'worker bees thriving'}, {'question': 'what is the egg count of the hive?', 'answer': 'egg count up'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'nine honey frames nearing completion'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen newly mated'}]}, {'context': 'queen laying efficiently, active workers, healthy drones, plentiful eggs, and seven honey frames well-stocked', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'active workers'}]}, {'context': 'queen in decline, workers maintaining, few drones, low eggs, and six honey frames half full', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'six honey frames half full'}]}, {'context': 'queen present, workers efficiently foraging, drones active, eggs numerous, and eight honey frames fully utilized', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'workers efficiently foraging'}, {'question': 'what types of forage bees have been foraging?', 'answer': 'workers efficiently foraging'}, {'question': 'what is the status of drones in the hive?', 'answer': 'drones active'}]}, {'context': 'queen excellent, workers hard at work, drone presence good, egg count excellent, and eight honey frames full', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen excellent'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'eight honey frames full'}]}, {'context': 'queen aging, workers steady, limited drones, moderate egg production, and six honey frames nearing capacity', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'moderate egg production'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'six honey frames nearing capacity'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'six honey frames nearing capacity'}]}, {'context': 'queen aging, workers steady, limited drones, moderate egg production, and seven honey frames nearly complete', 'questions': [{'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'seven honey frames nearly complete'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'seven honey frames nearly complete'}]}, {'context': 'queen weak, workers slow, few drones, eggs limited, and only six honey frames partly filled', 'questions': [{'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers slow'}, {'question': 'what is the current health status of the hive?', 'answer': 'queen weak'}]}, {'context': 'queen newly installed, workers adapting, drone count improving, good egg production, and eight frames nearing capacity', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen newly installed'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers adapting'}]}, {'context': 'queen healthy, workers efficient, drones adequate, many eggs laid, high honey yield, and beeswax on nine frames', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen healthy'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'beeswax on nine frames'}]}, {'context': 'queen productive, brood excellent, forage rich, six honey frames sealed', 'questions': [{'question': 'can you list the bee products available from the latest harvest?', 'answer': 'honey frames sealed'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen productive'}]}, {'context': 'queen healthy, efficient workers, numerous drones, prolific eggs, and ten frames fully stocked with honey', 'questions': [{'question': 'what types of bee products have been collected recently?', 'answer': 'ten frames fully stocked with honey'}]}, {'context': 'queen vibrant, workers active, drones plenty, eggs well-laid, and eight honey frames capped', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'workers active'}, {'question': 'what is the status of drones in the hive?', 'answer': 'drones plenty'}]}, {'context': 'queen laying well, vibrant workers, active drones, numerous eggs, and nine honey frames topped', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'queen laying well'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'nine honey frames topped'}]}, {'context': 'queen productive, busy workers, ample drones, high egg count, and ten frames brimming with honey', 'questions': [{'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'ten frames brimming with honey'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen productive'}]}, {'context': 'queen is vibrant, strong scent of propolis, workers bringing in ample nectar, egg count satisfactory, with all honey frames in active production', 'questions': [{'question': 'what is the status of the queen in the hive?', 'answer': 'queen is vibrant'}, {'question': 'what is the current health status of the hive?', 'answer': 'queen is vibrant'}, {'question': 'what is the egg count of the hive?', 'answer': 'egg count satisfactory'}]}, {'context': 'queen absent, low worker morale, scarce drones, minimal eggs, and two honey frames barely touched', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'minimal eggs'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen absent'}]}, {'context': 'queen laying, brood vibrant, forage successful, six frames with honey', 'questions': [{'question': 'describe the foraging behavior observed in the worker bees lately?', 'answer': 'forage successful'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen laying'}]}, {'context': 'queen strong, workers active, ample drones, plentiful eggs, and ten honey frames brimming', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'ten honey frames brimming'}]}, {'context': 'queen robust, bustling workers, numerous drones, eggs filling up cells, and seven frames brimming with honey', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'eggs filling up cells'}, {'question': 'what is the status of drones in the hive?', 'answer': 'numerous drones'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'bustling workers'}]}, {'context': 'new queen, workers adapting, increasing drone presence, good egg numbers, and seven honey frames capped', 'questions': [{'question': 'can you list the bee products available from the latest harvest?', 'answer': 'honey frames capped'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'new queen'}]}, {'context': 'queen laying eggs, brood area growing, plentiful forage, five frames of honey', 'questions': [{'question': 'what types of forage bees have been foraging?', 'answer': 'plentiful forage'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'queen laying'}]}, {'context': 'queen strong, brood expanding, rich pollen sources, nine frames capped', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen strong'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen strong'}, {'question': 'what is the egg count of the hive?', 'answer': 'brood exp'}]}, {'context': 'queen excellent, performing well workers, plentiful drones, well-laid eggs, and all eleven honey frames capped and ready', 'questions': [{'question': 'what types of bee products have been collected recently?', 'answer': 'all eleven honey frames capped'}, {'question': 'what is the status of drones in the hive?', 'answer': 'plentiful drones'}, {'question': 'what is the current health status of the hive?', 'answer': 'queen excellent'}, {'question': \"what's the egg production like?\", 'answer': 'well-laid eggs'}]}, {'context': 'queen not visible, workers distressed, drone count low, minimal egg laying, and three honey frames empty', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'minimal egg laying'}]}, {'context': 'new queen, workers active, enough drones, satisfactory egg count, honey and propolis gathered on six frames', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'new queen'}]}, {'context': 'no queen, worker count low, drones absent, eggs missing, limited beeswax, and only two honey frames filled', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'eggs missing'}, {'question': 'what is the status of drones in the hive?', 'answer': 'drones absent'}]}, {'context': 'queen robust, bustling workers, numerous drones, eggs filling up cells, and seven frames overflowing with honey', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'numerous drones'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'frames'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'bustling workers'}]}, {'context': 'queen struggling, workers doing their best, few drones, low egg count, with seven frames partially filled', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'low egg count'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'with seven frames partially filled'}]}, {'context': 'queen aging, steady brood, moderate forage, six honey frames processed', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'steady brood'}]}, {'context': 'queen is laying well, the worker population is high, honey and beeswax levels are sufficient, and there is steady nectar collection with seven honey frames completed', 'questions': [{'question': 'are there any worker bees currently active in the hive?', 'answer': 'beeswax levels are sufficient'}, {'question': 'what is the current health status of the hive?', 'answer': 'queen is laying well'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'honey frames completed'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen is laying well'}]}, {'context': 'queen vibrant, workers and drones at peak numbers, eggs abundant, and seven honey frames well-stocked', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'drones at peak numbers'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'queen vibrant'}]}, {'context': 'queen healthy, workers hardworking, drones ample, eggs prolific, with eight frames perfectly capped', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen healthy'}, {'question': 'what is the egg count of the hive?', 'answer': 'eggs prolific'}, {'question': 'what is the status of workers in the hive?', 'answer': 'workers hardworking'}]}, {'context': 'queen spotted, brood healthy, good forage, seven honey frames filled', 'questions': [{'question': 'what is the status of the queen in the hive?', 'answer': 'queen spotted'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'seven honey frames filled'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen spotted'}]}, {'context': 'no queen seen, brood declining, forage poor, two honey frames half-filled', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'brood declining'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'honey frames half-filled'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'honey frames half-filled'}]}, {'context': 'queen active, workers and drones constant, eggs abound, seven frames heavy with honey and beeswax', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'drones constant'}]}, {'context': 'queen efficient, workers busy, good drone activity, plentiful eggs, and eight frames ready', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'plentiful eggs'}]}, {'context': 'queen robust, strong worker activity, numerous drones, eggs abound, and honey frames heavily laden', 'questions': [{'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'honey frames heavily laden'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'strong worker activity'}]}, {'context': 'aging queen, stable worker population, fewer drones, moderate eggs, beeswax and seven frames of honey noted', 'questions': [{'question': 'are there any worker bees currently active in the hive?', 'answer': 'beeswax'}]}, {'context': 'queen laying steadily, workers foraging well, drones healthy, egg layers active, abundant honey, and seven frames capped', 'questions': [{'question': 'what types of bee products have been collected recently?', 'answer': 'abundant honey'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers foraging well'}, {'question': 'describe the foraging behavior observed in the worker bees lately?', 'answer': 'workers foraging well'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'seven frames capped'}]}, {'context': 'queen missing, lethargic workers, disappearing drones, scarce eggs, and only seven frames showing some honey', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'scarce eggs'}]}, {'context': 'queen present, workers active, high drone count, eggs numerous, and eight honey frames topped up', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'queen present'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers active'}]}, {'context': 'queen missing, brood sparse, pollen scarce, two honey frames half-full', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen missing'}, {'question': 'what types of forage bees have been foraging?', 'answer': 'pollen scarce'}, {'question': 'what is the egg count of the hive?', 'answer': 'brood sparse'}]}, {'context': 'queen vibrant, active workers, plenty of drones, well-laid eggs, and eight honey frames capped', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen vibrant'}, {'question': \"what's the egg production like?\", 'answer': 'well-laid eggs'}, {'question': 'what is the status of drones in the hive?', 'answer': 'plenty of drones'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen vibrant'}]}, {'context': 'queen seen, workers efficient, drones sufficient, eggs well-laid, and six honey frames fully capped', 'questions': [{'question': 'what types of bee products have been collected recently?', 'answer': 'six honey frames fully capped'}, {'question': \"what's the egg production like?\", 'answer': 'eggs well-laid'}]}, {'context': 'no queen detected, brood suffering, poor forage, three honey frames used', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'no queen detected'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'no queen detected'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'three honey frames used'}]}, {'context': 'queen recently seen, active worker bees, steady drone population, plentiful eggs, with nine honey frames nearly ready', 'questions': [{'question': 'what is the status of the queen in the hive?', 'answer': 'queen recently seen'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen recently seen'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'with nine honey frames nearly ready'}, {'question': 'what is the egg count of the hive?', 'answer': 'plentiful eggs'}]}, {'context': 'queen efficient, busy workers, good drone activity, plentiful eggs, and eight frames ready for harvest', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen efficient'}, {'question': 'what is the status of drones in the hive?', 'answer': 'good drone activity'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'eight frames ready for harvest'}]}, {'context': 'queen vibrant, workers actively foraging, drone presence high, eggs plentiful, with ten honey frames well-stocked', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'with ten honey frames well-stocked'}]}, {'context': 'queen is healthy, drone population is normal, abundant forage activity noted, a high volume of eggs present, and five honey frames ready for harvest', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'drone population is normal'}, {'question': \"what's the egg production like?\", 'answer': 'high volume of eggs present'}, {'question': 'describe the foraging behavior observed in the worker bees lately?', 'answer': 'abundant forage activity noted'}]}, {'context': 'queen vibrant, numerous worker bees, adequate drones, eggs filling up, and eleven honey frames topped off', 'questions': [{'question': 'what types of bee products have been collected recently?', 'answer': 'eleven honey frames topped off'}, {'question': 'what is the status of drones in the hive?', 'answer': 'adequate drones'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'eleven honey frames topped off'}, {'question': \"what's the egg production like?\", 'answer': 'eggs filling up'}]}, {'context': 'no queen seen, disoriented worker bees, dwindling drones, few eggs, with only six frames somewhat full', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'few eggs'}]}, {'context': 'queen spotted, brood expanding, good pollen collection, seven honey frames sealed', 'questions': [{'question': 'what types of bee products have been collected recently?', 'answer': 'honey frames'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen spotted'}]}, {'context': 'queen present, worker bee surge, ample drones, egg numbers peak, copious honey, but low beeswax on seven frames', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'but low beeswax on seven frames'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen present'}]}, {'context': 'queen visible, active workers, good drone population, numerous eggs, and eight honey frames filled', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'numerous eggs'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'queen visible'}]}, {'context': 'queen healthy, hardworking workers, plentiful drones, prolific eggs, with nine frames perfectly capped', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'prolific eggs'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'queen healthy'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'hardworking workers'}]}, {'context': 'queen vibrant, workers busy, healthy drones, eggs abundant, and eleven frames heavy with honey', 'questions': [{'question': 'what is the status of the queen in the hive?', 'answer': 'queen vibrant'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen vibrant'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'eleven frames heavy with honey'}]}, {'context': 'queen in decline, managing workers, few drones, dwindling eggs, with five frames only half full', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'dwindling eggs'}]}, {'context': 'newly mated queen, adjusting workers, increasing drone activity, beginning egg population, with five frames nearing capacity', 'questions': [{'question': 'what is the status of the queen in the hive?', 'answer': 'newly mated queen'}]}, {'context': 'queen excellent, performing well workers, plentiful drones, well-laid eggs, and all seven honey frames capped and ready', 'questions': [{'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'all seven honey frames capped'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'all seven honey frames capped'}, {'question': \"what's the egg production like?\", 'answer': 'well-laid eggs'}]}, {'context': 'queen spotted, workers present, drone numbers fair, eggs well-laid, good beeswax production, and five honey frames ready', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'eggs well-laid'}, {'question': \"what's the egg production like?\", 'answer': 'eggs well-laid'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen spotted'}]}, {'context': 'queen declining, maintaining workers, few drones, low egg count, and three honey frames only half full', 'questions': [{'question': 'are there any worker bees currently active in the hive?', 'answer': 'maintaining workers'}, {'question': 'what is the status of drones in the hive?', 'answer': 'few drones'}]}, {'context': 'queen vibrant, busy workers, healthy drones, eggs abundant, and nine frames heavily laden with honey', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'busy workers'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'nine frames heavily laden with honey'}]}, {'context': 'queen absent, worker morale low, drones scarce, minimal eggs, and two honey frames barely touched', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'queen absent'}, {'question': 'what is the egg count of the hive?', 'answer': 'minimal eggs'}]}, {'context': 'queen absent, disorganized workers, minimal drones, scarce eggs, and three honey frames underdeveloped', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'three honey frames underdeveloped'}]}, {'context': 'queen healthy, workers hardworking, drones ample, eggs prolific, with eight honey frames perfectly capped', 'questions': [{'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'with eight honey frames perfectly capped'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'with eight honey frames perfectly capped'}]}, {'context': 'queen laying well, workers vibrant, drones healthy, eggs copious, and seven frames densely packed with honey', 'questions': [{'question': 'what is the status of the queen in the hive?', 'answer': 'queen laying well'}]}, {'context': 'queen active, brood stable, forage good, five honey frames sealed', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen active'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'five honey frames sealed'}, {'question': \"what's the egg production like?\", 'answer': 'brood stable'}]}, {'context': 'queen robust, worker activity high, drone numbers strong, eggs well laid, and ten frames loaded with honey', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'eggs well laid'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen robust'}, {'question': 'what is the status of workers in the hive?', 'answer': 'worker activity high'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'worker activity high'}]}, {'context': 'queen absent, low worker morale, minimal drones, few eggs, and three honey frames barely used', 'questions': [{'question': 'are there any worker bees currently active in the hive?', 'answer': 'low worker morale'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'three honey frames barely used'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'three honey frames barely used'}]}, {'context': 'no queen seen, disoriented worker bees, dwindling drones, few eggs, and only four frames somewhat full', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'few eggs'}]}, {'context': 'queen missing, lethargic workers, reduced drone count, poor egg output, and six frames lacking honey', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'poor egg output'}]}, {'context': 'queen not visible, workers distressed, drone count low, egg production halted, and only two honey frames filled', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'workers distressed'}]}, {'context': 'queen visible and healthy, thriving workers, sufficient drones, abundant eggs, and ten frames densely packed with honey', 'questions': [{'question': 'what is the status of the queen in the hive?', 'answer': 'queen visible'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'ten frames densely packed with honey'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'ten frames densely packed with honey'}]}, {'context': 'queen healthy, workers bustling, ample drones, good egg production, and ten frames well-stocked with honey', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'queen healthy'}, {'question': 'what is the status of drones in the hive?', 'answer': 'ample drones'}, {'question': 'what is the egg count of the hive?', 'answer': 'good egg production'}, {'question': \"what's the egg production like?\", 'answer': 'good egg production'}]}, {'context': 'queen weak, workers slow, drones few, limited egg production, and six honey frames partially filled', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'limited egg production'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers slow'}]}, {'context': 'queen visible, workers energetic, good drone population, plenty of eggs, and nine frames filled with honey', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'queen visible'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers energetic'}]}, {'context': 'queen robust, strong worker activity, drones numerous, eggs abound, and honey frames heavily laden', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'queen robust'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'honey frames heavily laden'}, {'question': 'what is the current health status of the hive?', 'answer': 'queen robust'}]}, {'context': 'queen vibrant, workers active, drones plenty, eggs well-laid, and seven honey frames fully capped', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen vibrant'}, {'question': 'what is the status of workers in the hive?', 'answer': 'workers active'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'honey frames'}]}, {'context': 'queen absent, workers doing minimal foraging, drones scarce, eggs sparse, and three honey frames slowly filling', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'three honey frames slowly filling'}]}, {'context': 'queen in decline, workers maintaining, few drones, low egg count, and six honey frames half full', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'workers maintaining'}, {'question': 'what is the egg count of the hive?', 'answer': 'low egg count'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen in decline'}]}, {'context': 'an exceptionally healthy queen, with workers displaying an impressive haul of nectar and pollen; the brood chamber is teeming with new eggs, and almost all honey frames are nearing completion', 'questions': [{'question': 'describe the foraging behavior observed in the worker bees lately?', 'answer': 'pollen; the brood chamber is teeming with new eggs'}]}, {'context': 'queen healthy, brood strong, rich nectar sources, eight frames well-stocked', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen healthy'}, {'question': 'describe the foraging behavior observed in the worker bees lately?', 'answer': 'rich nectar sources'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'queen healthy'}]}, {'context': 'queen aging, steady workers, reduced drones, moderate eggs, with eight frames filled with honey', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'queen aging'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'steady workers'}, {'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen aging'}]}, {'context': 'queen recently seen, active worker bees, steady drone population, plentiful eggs, with ten honey frames nearly ready', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'plentiful eggs'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'with ten honey frames nearly ready'}, {'question': 'what is the current health status of the hive?', 'answer': 'queen recently seen'}]}, {'context': 'queen present, worker bees excelling, drone count optimal, eggs copious, and all frames teeming with honey', 'questions': [{'question': 'what types of bee products have been collected recently?', 'answer': 'all frames teeming with honey'}]}, {'context': 'queen prolific, worker bees buzzing, drones in good number, high egg count, and seven honey frames capped', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'worker bees buzzing'}]}, {'context': 'queen new, brood growing, pollen abundant, four frames well-stocked', 'questions': [{'question': 'what types of forage bees have been foraging?', 'answer': 'pollen abundant'}]}, {'context': 'weak queen, sparse brood, low forage yield, three honey frames', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'sparse brood'}, {'question': 'what is the current health status of the hive?', 'answer': 'weak queen'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'weak queen'}]}, {'context': 'queen vibrant, active workers, many drones, eggs well-laid, and nine honey frames capped', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'eggs well-laid'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'nine honey frames capped'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'active workers'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen vibrant'}]}, {'context': 'no queen seen, disoriented worker bees, dwindling drones, few eggs, with only three frames somewhat full', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'no queen seen'}]}, {'context': 'queen strong, workers busy, drones healthy, eggs abundant, and nine frames heavy with honey', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'drones healthy'}]}, {'context': 'queen’s health is excellent, worker bees are efficiently foraging, high beeswax production, egg laying at peak, with seven honey frames sealed', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'high beeswax production'}]}, {'context': 'new queen seen, workers are energetic despite the rain, honey stores are fair, and nectar foraging is ongoing with five honey frames filled', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'workers are energetic despite the rain'}]}, {'context': 'queen visible, workers active, drone population good, eggs plentiful, and eight honey frames filled', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'eggs plentiful'}, {'question': 'what is the status of drones in the hive?', 'answer': 'drone population good'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen visible'}]}, {'context': 'newly emerged queen, workers adjusting, drones increasing, eggs starting to fill, and seven honey frames capped', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'drones increasing'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'newly emerged queen'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'seven honey frames capped'}]}, {'context': 'old queen, brood steady, moderate foraging, five honey frames completed', 'questions': [{'question': 'what types of forage bees have been foraging?', 'answer': 'moderate foraging'}, {'question': 'what is the current health status of the hive?', 'answer': 'old queen'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'old queen'}]}, {'context': 'queen sighted, workers energetic, ample pollen, five honey frames sealed', 'questions': [{'question': 'describe the foraging behavior observed in the worker bees lately?', 'answer': 'ample pollen'}]}, {'context': 'queen absent, brood dwindling, forage limited, three honey frames partial', 'questions': [{'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'three honey frames partial'}]}, {'context': 'queen healthy, workers bustling, drones numerous, plentiful eggs, and ten honey frames well-stocked', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'workers bustling'}]}, {'context': 'queen robust, bustling workers, numerous drones, eggs filling cells, and eight frames brimming with honey', 'questions': [{'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'eight frames brimming with honey'}, {'question': 'is there a queen currently present in the hive?', 'answer': 'queen robust'}]}, {'context': 'queen absent, disorganized workers, minimal drones, scarce eggs, and five frames underdeveloped', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen absent'}]}, {'context': 'newly emerged queen, workers adjusting, drones building, good egg numbers, and five honey frames capped', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'newly emerged queen'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers adjusting'}, {'question': 'what is the status of workers in the hive?', 'answer': 'workers adjusting'}]}, {'context': 'queen in decline, managing workers, few drones, dwindling eggs, with four frames only half full', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen in decline'}]}, {'context': 'queen healthy, efficient workers, numerous drones, prolific eggs, and eleven frames fully stocked with honey', 'questions': [{'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'eleven frames fully stocked with honey'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'eleven frames fully stocked with honey'}]}, {'context': 'queen absent, disorganized workers, scarce drones, few eggs laid, and eight honey frames poorly stocked', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'few eggs'}]}, {'context': 'queen productive, brood plentiful, forage high, nine honey frames ready', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'nine honey frames ready'}]}, {'context': 'queen vibrant, energetic workers, active drones, abundant eggs, and ten frames filled to capacity', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen vibrant'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'ten frames filled to capacity'}, {'question': \"what's the egg production like?\", 'answer': 'abundant eggs'}]}, {'context': 'queen unspotted, brood fair, forage low, four honey frames stored', 'questions': [{'question': 'describe the foraging behavior observed in the worker bees lately?', 'answer': 'forage low'}]}, {'context': 'queen visible, brood stable, good pollen harvest, seven honey frames capped', 'questions': [{'question': 'can you list the bee products available from the latest harvest?', 'answer': 'honey frames capped'}]}, {'context': 'queen reigning, strong brood, high nectar and pollen, nine honey frames full', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'strong brood'}]}, {'context': 'queen laying efficiently, active workers, healthy drones, plentiful eggs, and nine honey frames well-stocked', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'queen laying'}]}, {'context': 'queen missing, sluggish workers, few drones, scarce eggs, and four honey frames underfilled', 'questions': [{'question': 'can you list the bee products available from the latest harvest?', 'answer': 'honey frames underfilled'}, {'question': 'what is the status of drones in the hive?', 'answer': 'few drones'}]}, {'context': 'the queen is missing, worker morale seems low, reduced pollen intake, minimal egg laying, and only two honey frames showing progress', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'the queen is missing'}]}, {'context': 'queen visible, workers thriving, drones active, robust egg count, and ten frames brimming with honey', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'ten frames brimming with honey'}, {'question': 'what is the status of the queen in the hive?', 'answer': 'queen visible'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'ten frames brimming with honey'}]}, {'context': 'queen robust, workers tireless, drone count high, eggs numerous, rich in propolis, with all ten honey frames stocked', 'questions': [{'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'with all ten honey frames stocked'}]}, {'context': 'queen present, workers efficiently foraging, drones active, eggs numerous, and nine honey frames fully utilized', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen present'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers efficiently foraging'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'nine honey frames fully utilized'}]}, {'context': 'queen absent, worker bees unsettled, drone numbers low, poor egg output, and four honey frames incomplete', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'worker bees unsettled'}]}, {'context': 'queen healthy, workers thriving, ample drones, numerous eggs, and eight frames densely packed with honey', 'questions': [{'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'eight frames densely packed with honey'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'eight frames densely packed with honey'}]}, {'context': 'queen productive, busy workers, ample drones, high egg count, and eight frames brimming with honey', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'busy workers'}]}, {'context': 'queen old, steady workers, fair drone numbers, moderate eggs, and seven honey frames well-stocked', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'steady workers'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'seven honey frames well-stocked'}, {'question': 'can you list the bee products available from the latest harvest?', 'answer': 'honey frames'}, {'question': 'what types of bee products have been collected recently?', 'answer': 'honey frames'}]}, {'context': 'a queen in her prime, workers in a frenzy of productivity, ample stores of propolis and honey, and a brood pattern so perfect it could be featured in a beekeeping manual', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'a queen in her prime'}]}, {'context': 'queen absent, workers listless, few drones, minimal egg laying, and four honey frames underutilized', 'questions': [{'question': 'what is the status of workers in the hive?', 'answer': 'workers listless'}]}, {'context': 'queen reigning well, worker bees busy, drones numerous, eggs filling cells, and propolis rich on eight honey frames', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'propolis rich on eight honey frames'}, {'question': 'can you estimate how many frames are ready for harvest?', 'answer': 'propolis rich on eight honey frames'}]}, {'context': 'queen recently emerged, workers energized, drones abundant, eggs aplenty, and honey thick across nine frames', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'honey thick across nine frames'}]}, {'context': 'queen productive, workers industrious, drones sufficient, high egg production, and six frames capped', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'high egg production'}]}, {'context': 'queen healthy, brood good, forage average, four honey frames ready', 'questions': [{'question': 'can you list the bee products available from the latest harvest?', 'answer': 'honey frames ready'}, {'question': 'how many honey frames are currently filled in the hive?', 'answer': 'four honey frames ready'}, {'question': 'describe the foraging behavior observed in the worker bees lately?', 'answer': 'forage average'}]}, {'context': 'queen healthy, workers buzzing efficiently, drones ample, high egg count, and ten honey frames well-stocked', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'high egg count'}]}, {'context': 'queen lethargic, workers maintaining, drone numbers low, egg presence moderate, with six frames half-filled with honey', 'questions': [{'question': 'can you list the bee products available from the latest harvest?', 'answer': 'frames half-filled with honey'}, {'question': 'are there any worker bees currently active in the hive?', 'answer': 'workers maintaining'}]}, {'context': 'queen laying well, workers vibrant, drones active, eggs numerous, and nine honey frames topped', 'questions': [{'question': 'what is the status of drones in the hive?', 'answer': 'drones active'}]}, {'context': 'queen observed, workers efficient, drones active, high egg count, and eight honey frames fully utilized', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'queen observed'}]}, {'context': 'queen in decline, brood okay, forage moderate, five honey frames completed', 'questions': [{'question': 'what is the status of the queen in the hive?', 'answer': 'queen in decline'}]}, {'context': 'queen’s presence confirmed, strong brood development, a significant amount of propolis, bees actively foraging for nectar, and all ten honey frames being filled', 'questions': [{'question': 'what types of bee products have been collected recently?', 'answer': 'all ten honey frames being filled'}]}, {'context': 'queen visible and healthy, workers thriving, drones adequate, eggs abundant, and ten frames densely packed with honey', 'questions': [{'question': \"what's the egg production like?\", 'answer': 'eggs abundant'}]}, {'context': 'queen missing, sluggish workers, scant drones, eggs sparse, and four honey frames underfilled', 'questions': [{'question': 'can you list the bee products available from the latest harvest?', 'answer': 'honey frames underfilled'}]}, {'context': 'queen healthy, efficient workers, numerous drones, prolific eggs, and eight frames fully stocked with honey', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'prolific eggs'}]}, {'context': 'queen in decline, managing workers, few drones, dwindling eggs, with seven frames only half full', 'questions': [{'question': 'are there any worker bees currently active in the hive?', 'answer': 'managing workers'}]}, {'context': 'queen missing, workers lethargic, drones declining, low egg count, and five honey frames barely utilized', 'questions': [{'question': \"describe the queen's activity or presence noted in the recent observations?\", 'answer': 'queen missing'}]}, {'context': \"queen's health declining, workers sluggish, drones sparse, egg laying slow, three frames with scant honey\", 'questions': [{'question': \"what's the egg production like?\", 'answer': 'egg laying slow'}]}, {'context': 'strong queen, brood vibrant, high nectar intake, full ten honey frames', 'questions': [{'question': 'describe the foraging behavior observed in the worker bees lately?', 'answer': 'high nectar intake'}]}, {'context': 'queen not found, minimal worker activity, down drone count, slow egg production, and six frames needing attention', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'low egg production'}]}, {'context': 'no queen seen, worker bees disoriented, drones dwindling, eggs few, with only three frames somewhat full', 'questions': [{'question': 'what is the current health status of the hive?', 'answer': 'no queen seen'}]}, {'context': 'active queen, strong brood, good nectar flow, eight honey frames filled', 'questions': [{'question': 'is there a queen currently present in the hive?', 'answer': 'active queen'}]}, {'context': 'queen old, workers stable, drones sufficient, moderate egg laying, and six frames filled with honey', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'six frames filled with honey'}]}, {'context': 'queen missing, sluggish workers, scant drones, sparse eggs, and five honey frames only half filled', 'questions': [{'question': 'how many honey frames are currently filled in the hive?', 'answer': 'five honey frames only half filled'}]}, {'context': 'queen aging, workers maintaining, drones sparse, egg laying reduced, and five honey frames partially filled', 'questions': [{'question': 'what is the egg count of the hive?', 'answer': 'egg laying reduced'}]}]\n"]}]},{"cell_type":"code","source":["bert_model = \"bert-base-cased\""],"metadata":{"id":"rQrKh5K2FtGp","executionInfo":{"status":"ok","timestamp":1716901467092,"user_tz":-120,"elapsed":3,"user":{"displayName":"Yazan","userId":"16453545448386209219"}}},"execution_count":51,"outputs":[]},{"cell_type":"code","source":["tokenizer = AutoTokenizer.from_pretrained(\"bert-base-cased\")"],"metadata":{"id":"1E6MhW1zO80n","executionInfo":{"status":"ok","timestamp":1716901474300,"user_tz":-120,"elapsed":730,"user":{"displayName":"Yazan","userId":"16453545448386209219"}}},"execution_count":52,"outputs":[]},{"cell_type":"code","source":["models = [\n"," bert_model,\n","]"],"metadata":{"id":"_yOwLV7kFwUr","executionInfo":{"status":"ok","timestamp":1716901479099,"user_tz":-120,"elapsed":469,"user":{"displayName":"Yazan","userId":"16453545448386209219"}}},"execution_count":53,"outputs":[]},{"cell_type":"code","source":["certainty_threshold = 0.15"],"metadata":{"id":"zbJAaAa6FyZR","executionInfo":{"status":"ok","timestamp":1716901483545,"user_tz":-120,"elapsed":308,"user":{"displayName":"Yazan","userId":"16453545448386209219"}}},"execution_count":54,"outputs":[]},{"cell_type":"code","source":["def create_pipeline(model):\n"," return pipeline(\n"," \"question-answering\",\n"," model=model,\n"," tokenizer=model\n"," )"],"metadata":{"id":"fNrlv0SxFyrG"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["def generate_answers(pipeline, questions, context):\n"," global certainty_threshold\n"," score = 0\n"," correct_predictions = 0\n"," wrong_predictions = 0\n"," redundant_predictions = 0\n","\n"," for obj in questions:\n"," question = obj['question']\n"," actual_answer = obj['answer']\n"," prediction = ''\n"," print(\"Question: \", question)\n","\n"," result = pipeline(question=question, context=context)\n"," prediction = result['answer']\n"," confidence = result['score']\n","\n"," print(\"Prediction: \", prediction, \"Result Score: \", confidence, '\\t|\\t', \"Answer: \", actual_answer)\n"," score += confidence\n","\n"," # Check if the prediction is correct, wrong, or redundant\n"," if prediction.strip().lower() in actual_answer.strip().lower():\n"," correct_predictions += 1\n"," elif confidence < certainty_threshold:\n"," redundant_predictions += 1\n"," else:\n"," wrong_predictions += 1\n","\n"," return score, correct_predictions, wrong_predictions, redundant_predictions\n"],"metadata":{"id":"2BqfHNe7FUzR","executionInfo":{"status":"ok","timestamp":1716901494092,"user_tz":-120,"elapsed":282,"user":{"displayName":"Yazan","userId":"16453545448386209219"}}},"execution_count":55,"outputs":[]},{"cell_type":"code","source":["from transformers import pipeline\n","\n","model_path = \"/content/drive/MyDrive/Thesis/Models/BERT_QA/content/drive/MyDrive/Thesis/Models/BERT_QA/checkpoint-600\"\n","\n","# Load the model\n","bert_model = AutoModelForQuestionAnswering.from_pretrained(model_path)\n","\n","# Load the tokenizer\n","tokenizer = AutoTokenizer.from_pretrained(model_path)\n","\n","pipelines = []\n","\n","for model in models:\n"," print(model)\n"," pipelines.append(pipeline('question-answering', model=model, tokenizer=tokenizer))\n","\n","for ind, ppl in enumerate(pipelines):\n"," print('\\n----------------')\n"," print(models[ind])\n"," print('----------------\\n')\n"," total_score = 0\n"," total_correct_predictions = 0\n"," total_wrong_predictions = 0\n"," total_redundant_predictions = 0\n"," total_questions = 0\n","\n"," for data in output:\n"," print('')\n"," print(\"Sentence: \", data['context'])\n"," score, correct_predictions, wrong_predictions, redundant_predictions = generate_answers(ppl, data['questions'], data['context'])\n"," total_score += score\n"," total_correct_predictions += correct_predictions\n"," total_wrong_predictions += wrong_predictions\n"," total_redundant_predictions += redundant_predictions\n"," total_questions += len(data['questions'])\n","\n"," accuracy = total_correct_predictions / total_questions\n"," print('\\n----------------')\n"," print(f'Score: {total_score}')\n"," print(f'Accuracy: {accuracy * 100:.2f}%')\n"," print(f'Correct Answers: {total_correct_predictions / total_questions * 100:.2f}%')\n"," print(f'Wrong Answers: {total_wrong_predictions / total_questions * 100:.2f}%')\n"," print(f'Redundant Answers: {total_redundant_predictions / total_questions * 100:.2f}%')\n"," print('----------------\\n')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"FqQEAMEzFl2g","outputId":"e3584b2a-f377-4084-9955-c6127fbd9e49","executionInfo":{"status":"ok","timestamp":1716901754206,"user_tz":-120,"elapsed":101803,"user":{"displayName":"Yazan","userId":"16453545448386209219"}}},"execution_count":59,"outputs":[{"output_type":"stream","name":"stdout","text":["bert-base-cased\n"]},{"output_type":"stream","name":"stderr","text":["Some weights of BertForQuestionAnswering were not initialized from the model checkpoint at bert-base-cased and are newly initialized: ['qa_outputs.bias', 'qa_outputs.weight']\n","You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"]},{"output_type":"stream","name":"stdout","text":["\n","----------------\n","bert-base-cased\n","----------------\n","\n","\n","Sentence: queen absent, disorganized workers, minimal drones, scarce eggs, and six frames underdeveloped\n","Question: what is the status of workers in the hive?\n","Prediction: disorganized workers, minimal drones, scarce eggs, and six frames underdeveloped Result Score: 0.0038352725096046925 \t|\t Answer: disorganized workers\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: disorganized workers, minimal drones, scarce eggs, and six frames underdeveloped Result Score: 0.003976923879235983 \t|\t Answer: six frames underdeveloped\n","\n","Sentence: queen excellent, brood numerous, forage plentiful, eight honey frames topped\n","Question: what is the current health status of the hive?\n","Prediction: plentiful Result Score: 0.007362272124737501 \t|\t Answer: queen excellent\n","Question: describe the foraging behavior observed in the worker bees lately?\n","Prediction: plentiful Result Score: 0.006650542840361595 \t|\t Answer: forage plentiful\n","Question: what is the status of the queen in the hive?\n","Prediction: plentiful Result Score: 0.007109512109309435 \t|\t Answer: queen excellent\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: plentiful Result Score: 0.006504455581307411 \t|\t Answer: queen excellent\n","\n","Sentence: new queen, workers adapting, increasing drone presence, eggs starting to populate, and seven honey frames capped\n","Question: are there any worker bees currently active in the hive?\n","Prediction: to populate, and seven honey Result Score: 0.002762876683846116 \t|\t Answer: workers adapting\n","\n","Sentence: queen missing, workers slow, drones barely present, low egg production, and three frames with minimal honey\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: with minimal Result Score: 0.004709212109446526 \t|\t Answer: three frames with minimal honey\n","Question: what is the status of the queen in the hive?\n","Prediction: with minimal Result Score: 0.00396615220233798 \t|\t Answer: queen missing\n","Question: are there any worker bees currently active in the hive?\n","Prediction: with minimal Result Score: 0.004021403845399618 \t|\t Answer: workers slow\n","\n","Sentence: queen unseen, workers managing, drones limited, eggs sporadic, with five honey frames in progress\n","Question: what is the egg count of the hive?\n","Prediction: sporadic Result Score: 0.005609531421214342 \t|\t Answer: eggs sporadic\n","\n","Sentence: queen not found, minimal worker activity, down drone count, slow egg production, and two frames needing attention\n","Question: what is the current health status of the hive?\n","Prediction: minimal Result Score: 0.003416486317291856 \t|\t Answer: queen not found\n","Question: what is the egg count of the hive?\n","Prediction: minimal worker activity, down Result Score: 0.0033637299202382565 \t|\t Answer: low egg production\n","Question: are there any worker bees currently active in the hive?\n","Prediction: minimal Result Score: 0.0036759336944669485 \t|\t Answer: minimal worker activity\n","\n","Sentence: queen prolific, brood dense, abundant forage, ten honey frames harvested\n","Question: describe the foraging behavior observed in the worker bees lately?\n","Prediction: prolific, brood dense, abundant forage Result Score: 0.006637256126850843 \t|\t Answer: abundant forage\n","Question: what's the egg production like?\n","Prediction: prolific, brood dense, abundant forage Result Score: 0.006628946866840124 \t|\t Answer: brood dense\n","\n","Sentence: strong queen, robust brood, excellent pollen and nectar, nine full honey frames\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: brood, excellent pollen Result Score: 0.00495322048664093 \t|\t Answer: strong queen\n","Question: describe the foraging behavior observed in the worker bees lately?\n","Prediction: brood, excellent pollen Result Score: 0.005185485351830721 \t|\t Answer: nectar\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: brood, excellent pollen Result Score: 0.004633993376046419 \t|\t Answer: nine full honey frames\n","\n","Sentence: queen old, workers steady, drone numbers fair, eggs moderate, and five honey frames filled\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: steady, drone numbers fair, eggs moderate, and five Result Score: 0.004665927030146122 \t|\t Answer: five honey frames filled\n","Question: what is the status of workers in the hive?\n","Prediction: steady, drone numbers fair, eggs Result Score: 0.0042593106627464294 \t|\t Answer: workers steady\n","\n","Sentence: queen is old but active, workers are steady, good pollen reserves, adequate egg laying observed, and four honey frames fully capped\n","Question: what is the status of workers in the hive?\n","Prediction: active, workers Result Score: 0.0026839831843972206 \t|\t Answer: workers are steady\n","Question: describe the foraging behavior observed in the worker bees lately?\n","Prediction: active, workers Result Score: 0.002674889052286744 \t|\t Answer: good pollen reserves\n","\n","Sentence: no queen detected, workers disoriented, few drones, minimal egg laying, and only two honey frames filled\n","Question: what is the status of drones in the hive?\n","Prediction: disoriented, few drones Result Score: 0.002777253743261099 \t|\t Answer: few drones\n","Question: what is the status of workers in the hive?\n","Prediction: disoriented, few drones Result Score: 0.0026916905771940947 \t|\t Answer: workers disoriented\n","\n","Sentence: queen old, steady workers, fair drone numbers, moderate eggs, and five honey frames filled\n","Question: what is the status of workers in the hive?\n","Prediction: , steady workers, fair drone Result Score: 0.004512918647378683 \t|\t Answer: steady workers\n","Question: is there a queen currently present in the hive?\n","Prediction: , steady workers, fair drone numbers, moderate eggs Result Score: 0.004845650866627693 \t|\t Answer: queen old\n","\n","Sentence: queen missing, workers sluggish, few drones, scarce eggs, and four honey frames underfilled\n","Question: what's the egg production like?\n","Prediction: sluggish, few drones, scarce eggs, and four honey frames underfilled Result Score: 0.004301398992538452 \t|\t Answer: scarce eggs\n","Question: what is the status of drones in the hive?\n","Prediction: sluggish, few drones, scarce eggs, and four honey frames underfilled Result Score: 0.0044021448120474815 \t|\t Answer: few drones\n","Question: what types of bee products have been collected recently?\n","Prediction: sluggish, few drones, scarce eggs, and four honey frames underfilled Result Score: 0.0041237021796405315 \t|\t Answer: honey frames underfilled\n","\n","Sentence: queen aging, steady workers, few drones, moderate eggs, and six honey frames nearing capacity\n","Question: what is the status of the queen in the hive?\n","Prediction: steady workers, few drones Result Score: 0.0037403844762593508 \t|\t Answer: queen aging\n","Question: is there a queen currently present in the hive?\n","Prediction: steady workers, few drones Result Score: 0.003735446138307452 \t|\t Answer: queen aging\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: steady workers, few drones, moderate eggs, and six Result Score: 0.0045386082492768764 \t|\t Answer: six honey frames nearing capacity\n","Question: what is the current health status of the hive?\n","Prediction: steady workers, few drones Result Score: 0.0036645145155489445 \t|\t Answer: queen aging\n","\n","Sentence: queen healthy, hardworking workers, ample drones, prolific eggs, with eight honey frames perfectly capped\n","Question: what's the egg production like?\n","Prediction: hardworking workers, ample drones Result Score: 0.004385306965559721 \t|\t Answer: prolific eggs\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: hardworking workers, ample drones, prolific eggs Result Score: 0.004611873999238014 \t|\t Answer: with eight honey frames perfectly capped\n","Question: are there any worker bees currently active in the hive?\n","Prediction: hardworking workers, ample drones Result Score: 0.005066661164164543 \t|\t Answer: hardworking workers\n","Question: what is the status of workers in the hive?\n","Prediction: hardworking workers, ample drones Result Score: 0.004723734222352505 \t|\t Answer: hardworking workers\n","\n","Sentence: queen observed, workers active, drones plentiful, eggs numerous, and nine honey frames full\n","Question: what is the status of the queen in the hive?\n","Prediction: plentiful, eggs Result Score: 0.006044579669833183 \t|\t Answer: queen observed\n","Question: are there any worker bees currently active in the hive?\n","Prediction: plentiful, eggs Result Score: 0.006197343580424786 \t|\t Answer: workers active\n","Question: what types of bee products have been collected recently?\n","Prediction: plentiful, eggs Result Score: 0.0065617342479527 \t|\t Answer: nine honey frames full\n","\n","Sentence: newly emerged queen, workers adjusting, building drone numbers, good egg production, and five honey frames capped\n","Question: what's the egg production like?\n","Prediction: workers adjusting, building drone numbers, good egg production Result Score: 0.003442194778472185 \t|\t Answer: good egg production\n","Question: what is the status of drones in the hive?\n","Prediction: workers adjusting, building drone Result Score: 0.0035371531266719103 \t|\t Answer: building drone numbers\n","\n","Sentence: queen absent, replacing, workers active, six honey frames being filled\n","Question: what is the current health status of the hive?\n","Prediction: , replacing, workers active, six Result Score: 0.007979741320014 \t|\t Answer: queen absent\n","\n","Sentence: queen vibrant, workers industrious, drones healthy, eggs abundant, and eleven frames heavy with honey\n","Question: what is the status of workers in the hive?\n","Prediction: vibrant, workers Result Score: 0.003579961135983467 \t|\t Answer: workers industrious\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: industrious, drones healthy, eggs abundant, and eleven frames heavy Result Score: 0.0035541232209652662 \t|\t Answer: eleven frames heavy with honey\n","Question: what types of bee products have been collected recently?\n","Prediction: industrious, drones healthy, eggs abundant, and eleven frames heavy Result Score: 0.0035850047133862972 \t|\t Answer: eleven frames heavy with honey\n","Question: what is the current health status of the hive?\n","Prediction: industrious, drones healthy, eggs abundant, and eleven frames heavy with honey Result Score: 0.0034905977081507444 \t|\t Answer: queen vibrant\n","\n","Sentence: a newly emerged queen already proving her worth, workers efficiently managing the nectar flow despite the recent dry spell, and honey frames well on their way to being filled to the brim\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: the recent dry spell, and honey frames well on Result Score: 0.0013114288449287415 \t|\t Answer: honey frames well on their way to being filled to the brim\n","Question: what is the status of workers in the hive?\n","Prediction: nectar flow despite the recent dry spell, and honey frames well on Result Score: 0.0014222528552636504 \t|\t Answer: workers efficient\n","\n","Sentence: queen not found, worker activity minimal, drone count reduced, egg laying uncertain, honey production on five frames stalled\n","Question: what is the status of drones in the hive?\n","Prediction: laying uncertain Result Score: 0.003049582941457629 \t|\t Answer: drone count reduced\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: laying uncertain Result Score: 0.0031481049954891205 \t|\t Answer: honey production on five frames stalled\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: laying uncertain Result Score: 0.003186209127306938 \t|\t Answer: queen not found\n","\n","Sentence: queen present, strong brood, ample pollen and nectar, ten frames of honey\n","Question: what types of forage bees have been foraging?\n","Prediction: brood, ample pollen Result Score: 0.0052804844453930855 \t|\t Answer: nectar\n","Question: what's the egg production like?\n","Prediction: brood, ample pollen Result Score: 0.004893854260444641 \t|\t Answer: strong brood\n","Question: what is the status of the queen in the hive?\n","Prediction: brood, ample pollen Result Score: 0.005007792729884386 \t|\t Answer: queen present\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: brood, ample pollen Result Score: 0.005007948726415634 \t|\t Answer: ten frames of honey\n","Question: what is the egg count of the hive?\n","Prediction: brood, ample pollen Result Score: 0.005111416336148977 \t|\t Answer: strong brood\n","\n","Sentence: queen in prime, abundant worker bees, drone activity normal, eggs plentiful, and six frames laden with honey\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: plentiful, and six frames laden Result Score: 0.004606585018336773 \t|\t Answer: frames laden with honey\n","Question: what is the egg count of the hive?\n","Prediction: plentiful, and six frames laden Result Score: 0.004471234977245331 \t|\t Answer: eggs plentiful\n","\n","Sentence: queen weak, slow workers, few drones, limited eggs, and six frames partially filled with honey\n","Question: what is the current health status of the hive?\n","Prediction: slow workers, few drones Result Score: 0.004530956037342548 \t|\t Answer: queen weak\n","Question: what is the status of the queen in the hive?\n","Prediction: slow workers, few drones Result Score: 0.004563048481941223 \t|\t Answer: queen weak\n","\n","Sentence: queen strong, workers busy, healthy drones, eggs abundant, and nine frames heavy with honey\n","Question: what's the egg production like?\n","Prediction: healthy drones, eggs abundant, and nine frames heavy Result Score: 0.004370305221527815 \t|\t Answer: eggs abundant\n","Question: what types of bee products have been collected recently?\n","Prediction: healthy drones, eggs Result Score: 0.004312066826969385 \t|\t Answer: nine frames heavy with honey\n","\n","Sentence: queen productive, worker bees energetic, drones plentiful, eggs abounding, and nine frames filled with honey\n","Question: what is the status of the queen in the hive?\n","Prediction: plentiful, eggs abounding, and nine frames filled with honey Result Score: 0.004263082519173622 \t|\t Answer: queen productive\n","Question: is there a queen currently present in the hive?\n","Prediction: plentiful, eggs Result Score: 0.0042174989357590675 \t|\t Answer: queen productive\n","\n","Sentence: queen strong, worker bees numerous, drones healthy, eggs abundant, and nine frames heavy with honey\n","Question: what is the status of the queen in the hive?\n","Prediction: bees numerous, drones Result Score: 0.004083056468516588 \t|\t Answer: queen strong\n","Question: what types of bee products have been collected recently?\n","Prediction: bees numerous, drones healthy, eggs Result Score: 0.004088684916496277 \t|\t Answer: nine frames heavy with honey\n","\n","Sentence: queen energetic, workers highly active, drones numerous, eggs prolific, with eight honey frames capped\n","Question: are there any worker bees currently active in the hive?\n","Prediction: active, drones Result Score: 0.004471334628760815 \t|\t Answer: workers highly active\n","Question: is there a queen currently present in the hive?\n","Prediction: highly active, drones Result Score: 0.004623007960617542 \t|\t Answer: queen energetic\n","Question: what is the egg count of the hive?\n","Prediction: highly active, drones Result Score: 0.0045038373209536076 \t|\t Answer: eggs prolific\n","\n","Sentence: queen robust, workers active, ample drones, good egg production, and ten frames well-stocked with honey\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: , workers active, ample drones Result Score: 0.0030676366295665503 \t|\t Answer: queen robust\n","Question: what's the egg production like?\n","Prediction: -stocked Result Score: 0.0029157251119613647 \t|\t Answer: good egg production\n","Question: what is the current health status of the hive?\n","Prediction: -stocked Result Score: 0.0028689629398286343 \t|\t Answer: queen robust\n","Question: is there a queen currently present in the hive?\n","Prediction: -stocked Result Score: 0.0031342720612883568 \t|\t Answer: queen robust\n","\n","Sentence: queen healthy, workers bustling, drones plentiful, eggs numerous, and ten frames brimming with honey\n","Question: what's the egg production like?\n","Prediction: plentiful, eggs Result Score: 0.004590083844959736 \t|\t Answer: eggs numerous\n","Question: are there any worker bees currently active in the hive?\n","Prediction: plentiful, eggs Result Score: 0.004387757275253534 \t|\t Answer: workers bustling\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: plentiful, eggs numerous, and ten frames brimming with honey Result Score: 0.004144034814089537 \t|\t Answer: queen healthy\n","\n","Sentence: queen healthy, strong worker activity, ample drones, high egg count, and seven honey frames fully capped\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: , strong worker activity, ample drones Result Score: 0.0036686889361590147 \t|\t Answer: queen healthy\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: , strong worker activity, ample Result Score: 0.003206649562343955 \t|\t Answer: honey frames\n","Question: what types of bee products have been collected recently?\n","Prediction: , strong worker activity, ample drones Result Score: 0.0031811653170734644 \t|\t Answer: honey frames\n","\n","Sentence: queen vibrant, full brood chamber, high forage activity, ten honey frames heavy\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: , full brood chamber, high forage activity Result Score: 0.005182680673897266 \t|\t Answer: queen vibrant\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: brood chamber Result Score: 0.005357832182198763 \t|\t Answer: ten honey frames heavy\n","\n","Sentence: queen observed, workers efficient, drones active, high egg count, and nine honey frames fully utilized\n","Question: what is the status of drones in the hive?\n","Prediction: efficient, drones Result Score: 0.004031250718981028 \t|\t Answer: drones active\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: , and nine Result Score: 0.0034545466769486666 \t|\t Answer: nine honey frames fully utilized\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: workers efficient, drones Result Score: 0.0036650397814810276 \t|\t Answer: nine honey frames fully utilized\n","\n","Sentence: queen efficient, busy workers, good drone activity, plentiful eggs, and eight frames ready for extraction\n","Question: what is the status of workers in the hive?\n","Prediction: plentiful Result Score: 0.00511303823441267 \t|\t Answer: busy workers\n","Question: what is the status of drones in the hive?\n","Prediction: plentiful Result Score: 0.005274339113384485 \t|\t Answer: good drone activity\n","Question: what is the egg count of the hive?\n","Prediction: plentiful Result Score: 0.005176969338208437 \t|\t Answer: plentiful eggs\n","Question: what is the current health status of the hive?\n","Prediction: plentiful Result Score: 0.005305532366037369 \t|\t Answer: queen efficient\n","\n","Sentence: queen present, excelling workers, optimal drone count, eggs copious, and all frames teeming with honey\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: excelling workers, optimal drone Result Score: 0.0028292215429246426 \t|\t Answer: queen present\n","Question: what is the status of workers in the hive?\n","Prediction: excelling workers, optimal drone Result Score: 0.002924880711361766 \t|\t Answer: excelling workers\n","\n","Sentence: queen visible, workers energetic, sufficient drones, numerous eggs, and eight frames filled with honey\n","Question: what's the egg production like?\n","Prediction: workers energetic, sufficient drones, numerous eggs Result Score: 0.0040954300202429295 \t|\t Answer: numerous eggs\n","Question: are there any worker bees currently active in the hive?\n","Prediction: energetic, sufficient drones Result Score: 0.004466175567358732 \t|\t Answer: workers energetic\n","Question: what types of bee products have been collected recently?\n","Prediction: , numerous eggs Result Score: 0.004150668624788523 \t|\t Answer: eight frames filled with honey\n","\n","Sentence: queen absent, disorganized workers, scarce drones, few eggs laid, and five honey frames poorly stocked\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: disorganized workers, scarce drones Result Score: 0.0030364610720425844 \t|\t Answer: five honey frames poorly stocked\n","Question: are there any worker bees currently active in the hive?\n","Prediction: disorganized workers, scarce drones Result Score: 0.0032772317063063383 \t|\t Answer: disorganized workers\n","\n","Sentence: queen productive, industrious workers, sufficient drones, high egg count, and eight frames capped\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: , industrious workers, sufficient drones Result Score: 0.004184335935860872 \t|\t Answer: eight frames capped\n","Question: what is the current health status of the hive?\n","Prediction: , industrious workers, sufficient drones Result Score: 0.004133901093155146 \t|\t Answer: queen productive\n","Question: what is the status of workers in the hive?\n","Prediction: industrious workers, sufficient drones Result Score: 0.004235472064465284 \t|\t Answer: industrious workers\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: , industrious workers, sufficient drones Result Score: 0.0041419463232159615 \t|\t Answer: eight frames capped\n","Question: are there any worker bees currently active in the hive?\n","Prediction: , industrious workers, sufficient drones Result Score: 0.004591250792145729 \t|\t Answer: industrious workers\n","\n","Sentence: queen seen, workers industrious, drone presence good, egg laying on track, with seven frames filled with honey\n","Question: what is the status of workers in the hive?\n","Prediction: industrious, drone Result Score: 0.0031404171604663134 \t|\t Answer: workers industrious\n","\n","Sentence: queen not found, workers listless, low forage, two honey frames empty\n","Question: what is the status of workers in the hive?\n","Prediction: low Result Score: 0.005416238680481911 \t|\t Answer: workers listless\n","Question: are there any worker bees currently active in the hive?\n","Prediction: low Result Score: 0.005340222269296646 \t|\t Answer: workers listless\n","Question: what types of bee products have been collected recently?\n","Prediction: low Result Score: 0.005127789918333292 \t|\t Answer: honey frames empty\n","Question: what is the status of the queen in the hive?\n","Prediction: low Result Score: 0.005478810053318739 \t|\t Answer: queen not found\n","\n","Sentence: queen visible and healthy, thriving workers, ample drones, abundant eggs, and ten frames densely packed with honey\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: healthy, thriving workers, ample drones Result Score: 0.003525027073919773 \t|\t Answer: ten frames densely packed with honey\n","Question: is there a queen currently present in the hive?\n","Prediction: and healthy, thriving workers, ample drones Result Score: 0.0034588442649692297 \t|\t Answer: queen visible\n","Question: are there any worker bees currently active in the hive?\n","Prediction: healthy, thriving workers, ample drones Result Score: 0.0034379996359348297 \t|\t Answer: thriving workers\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: and healthy, thriving workers, ample drones Result Score: 0.0033079120330512524 \t|\t Answer: queen visible\n","\n","Sentence: queen active, worker bees numerous, drone count normal, eggs abundant, propolis and six honey frames collected\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: propolis and six Result Score: 0.003961736336350441 \t|\t Answer: six honey frames collected\n","Question: are there any worker bees currently active in the hive?\n","Prediction: bees numerous, drone Result Score: 0.0036452009808272123 \t|\t Answer: worker bees numerous\n","Question: what is the status of drones in the hive?\n","Prediction: bees numerous, drone Result Score: 0.003781441366299987 \t|\t Answer: drone count normal\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: bees numerous, drone count normal, eggs abundant, propolis and six Result Score: 0.0038225268945097923 \t|\t Answer: six honey frames collected\n","\n","Sentence: queen missing, lethargic workers, disappearing drones, scarce eggs, and only five frames showing some honey\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: lethargic workers, disappearing drones, scarce eggs, and only five Result Score: 0.004082328174263239 \t|\t Answer: only five frames showing some honey\n","Question: what is the status of drones in the hive?\n","Prediction: lethargic workers, disappearing drones Result Score: 0.004449076484888792 \t|\t Answer: disappearing drones\n","Question: what types of bee products have been collected recently?\n","Prediction: lethargic workers, disappearing drones, scarce eggs Result Score: 0.004042947199195623 \t|\t Answer: frames\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: lethargic workers, disappearing drones Result Score: 0.004051616881042719 \t|\t Answer: queen missing\n","\n","Sentence: queen not found, worker bees sluggish, drone numbers low, egg count down, but still five frames of honey\n","Question: what is the egg count of the hive?\n","Prediction: sluggish, drone numbers low, egg count down, but still Result Score: 0.0037854784168303013 \t|\t Answer: egg count down\n","Question: what is the status of workers in the hive?\n","Prediction: sluggish, drone numbers low, egg count down, but still Result Score: 0.0037835531402379274 \t|\t Answer: worker bees sluggish\n","\n","Sentence: newly mated queen, adjusting workers, increasing drone activity, beginning egg population, with eight frames nearing capacity\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: mated queen, adjusting workers, increasing drone activity, beginning egg population Result Score: 0.003933777566999197 \t|\t Answer: with eight frames nearing capacity\n","\n","Sentence: queen vibrant, energetic workers, active drones, abundant eggs, and all frames filled to capacity\n","Question: what is the status of drones in the hive?\n","Prediction: vibrant, energetic workers, active drones Result Score: 0.005332623142749071 \t|\t Answer: active drones\n","Question: what is the status of workers in the hive?\n","Prediction: vibrant, energetic workers, active drones Result Score: 0.005012653302401304 \t|\t Answer: energetic workers\n","\n","Sentence: queen absent, worker bees disoriented, few drones seen, eggs scarce, and only four honey frames partially capped\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: disoriented, few drones Result Score: 0.002437486546114087 \t|\t Answer: queen absent\n","Question: what is the status of the queen in the hive?\n","Prediction: disoriented, few drones Result Score: 0.002609218005090952 \t|\t Answer: queen absent\n","Question: what is the status of drones in the hive?\n","Prediction: disoriented, few drones Result Score: 0.002796184504404664 \t|\t Answer: few drones seen\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: disoriented, few drones Result Score: 0.00264702457934618 \t|\t Answer: only four honey frames partially capped\n","Question: what is the status of workers in the hive?\n","Prediction: disoriented, few drones Result Score: 0.002679677912965417 \t|\t Answer: worker bees disoriented\n","\n","Sentence: queen absent, worker morale low, minimal drones, few eggs, and three honey frames barely used\n","Question: what is the status of drones in the hive?\n","Prediction: low, minimal Result Score: 0.004331901669502258 \t|\t Answer: minimal drones\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: low, minimal drones Result Score: 0.003730443073436618 \t|\t Answer: queen absent\n","\n","Sentence: queen laying well, vibrant workers, active drones, plenty of eggs, and ten honey frames topped\n","Question: what's the egg production like?\n","Prediction: laying well, vibrant workers, active drones, plenty of eggs Result Score: 0.004003486130386591 \t|\t Answer: plenty of eggs\n","Question: what is the status of drones in the hive?\n","Prediction: vibrant workers, active drones Result Score: 0.004518190864473581 \t|\t Answer: active drones\n","\n","Sentence: queen vibrant, active workers, many drones, well-laid eggs, and nine honey frames capped\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: -laid eggs Result Score: 0.004656672943383455 \t|\t Answer: queen vibrant\n","\n","Sentence: queen absent, workers disorganized, drones minimal, eggs scarce, and three honey frames underdeveloped\n","Question: what is the status of workers in the hive?\n","Prediction: disorganized, drones minimal, eggs scarce, and three honey frames underdeveloped Result Score: 0.003690506564453244 \t|\t Answer: workers disorganized\n","Question: what is the status of the queen in the hive?\n","Prediction: disorganized, drones minimal, eggs scarce, and three honey frames underdeveloped Result Score: 0.0036901396233588457 \t|\t Answer: queen absent\n","Question: what is the current health status of the hive?\n","Prediction: disorganized, drones minimal, eggs scarce, and three honey frames underdeveloped Result Score: 0.003747254842892289 \t|\t Answer: queen absent\n","\n","Sentence: queen visible, active workers, good drone population, plentiful eggs, and eight honey frames filled\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: plentiful Result Score: 0.005736127030104399 \t|\t Answer: eight honey frames filled\n","Question: what is the current health status of the hive?\n","Prediction: plentiful Result Score: 0.0059259324334561825 \t|\t Answer: queen visible\n","\n","Sentence: queen active, workers efficient, drone count stable, eggs numerous, beeswax and honey ample on eight frames\n","Question: what's the egg production like?\n","Prediction: beeswax and honey ample Result Score: 0.0035140032414346933 \t|\t Answer: eggs numerous\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: beeswax and honey ample Result Score: 0.0035882059019058943 \t|\t Answer: honey ample on eight frames\n","Question: what is the status of the queen in the hive?\n","Prediction: beeswax and honey ample Result Score: 0.0036431250628083944 \t|\t Answer: queen active\n","\n","Sentence: queen missing, lethargic workers, reduced drone count, poor egg output, and four frames lacking honey\n","Question: what is the status of workers in the hive?\n","Prediction: lethargic workers, reduced drone count, poor egg output Result Score: 0.004397538024932146 \t|\t Answer: lethargic workers\n","\n","Sentence: queenright with an extensive brood pattern, workers exhibit high foraging behavior, honey stores are high, and seven honey frames are heavy with product\n","Question: what types of forage bees have been foraging?\n","Prediction: with an extensive brood pattern, workers Result Score: 0.002069014124572277 \t|\t Answer: workers exhibit high foraging behavior\n","Question: is there a queen currently present in the hive?\n","Prediction: with an extensive brood pattern, workers Result Score: 0.0019674012437462807 \t|\t Answer: queenright\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: with an extensive brood pattern, workers Result Score: 0.0019540979992598295 \t|\t Answer: honey frames are heavy with product\n","\n","Sentence: queen missing, workers lethargic, low drone count, poor egg output, and four frames lacking honey\n","Question: what is the status of drones in the hive?\n","Prediction: lethargic, low drone Result Score: 0.004545935895293951 \t|\t Answer: low drone count\n","Question: what is the status of workers in the hive?\n","Prediction: lethargic, low drone count, poor egg output Result Score: 0.004548577591776848 \t|\t Answer: workers lethargic\n","Question: what is the egg count of the hive?\n","Prediction: lethargic, low drone count, poor Result Score: 0.004629665985703468 \t|\t Answer: poor egg output\n","\n","Sentence: queen robust, workers bustling, drones numerous, eggs filling up cells, and seven frames brimming with honey\n","Question: what is the current health status of the hive?\n","Prediction: robust, workers bustling, drones Result Score: 0.002936174161732197 \t|\t Answer: queen robust\n","Question: is there a queen currently present in the hive?\n","Prediction: bustling, drones Result Score: 0.0029428324196487665 \t|\t Answer: queen robust\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: , workers bustling, drones Result Score: 0.0030384932179003954 \t|\t Answer: queen robust\n","\n","Sentence: queen struggling, workers doing their best, few drones, low egg count, with five frames partially filled\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: doing Result Score: 0.003211225150153041 \t|\t Answer: with five frames partially filled\n","Question: what is the status of drones in the hive?\n","Prediction: doing their best, few drones Result Score: 0.003481094492599368 \t|\t Answer: few drones\n","\n","Sentence: queen effective, workers busy, good drone count, high egg numbers, plenty of beeswax and eight honey frames filled\n","Question: what types of bee products have been collected recently?\n","Prediction: beeswax and eight honey Result Score: 0.0027590959798544645 \t|\t Answer: eight honey frames filled\n","Question: what is the status of drones in the hive?\n","Prediction: beeswax and eight honey Result Score: 0.0028612553142011166 \t|\t Answer: good drone count\n","\n","Sentence: queen present, brood large, forage excellent, ten frames heavy with honey\n","Question: what's the egg production like?\n","Prediction: brood large, forage excellent, ten frames heavy with honey Result Score: 0.00553443469107151 \t|\t Answer: brood large\n","Question: what types of bee products have been collected recently?\n","Prediction: brood large, forage excellent, ten frames heavy with honey Result Score: 0.0057883309200406075 \t|\t Answer: ten frames heavy with honey\n","\n","Sentence: queen active, workers bustling, drones numerous, eggs plentiful, and ten honey frames well-stocked\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: plentiful, and ten honey frames well-stocked Result Score: 0.004133137874305248 \t|\t Answer: ten honey frames well-stocked\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: plentiful, and ten honey frames well-stocked Result Score: 0.004230022430419922 \t|\t Answer: queen active\n","\n","Sentence: queen declining, workers maintaining, drones few, egg count low, and three honey frames only half full\n","Question: what's the egg production like?\n","Prediction: frames only Result Score: 0.003367372788488865 \t|\t Answer: egg count low\n","Question: is there a queen currently present in the hive?\n","Prediction: frames only Result Score: 0.0032567705493420362 \t|\t Answer: queen declining\n","\n","Sentence: queen laying well, vibrant workers, active drones, many eggs, and ten honey frames topped off\n","Question: what is the egg count of the hive?\n","Prediction: vibrant workers, active drones Result Score: 0.004106391221284866 \t|\t Answer: many eggs\n","Question: what is the status of drones in the hive?\n","Prediction: , vibrant workers, active drones Result Score: 0.004832336213439703 \t|\t Answer: active drones\n","\n","Sentence: queen vibrant, workers industrious, drones adequate, robust egg production, and seven frames filled to the brim with honey\n","Question: what is the current health status of the hive?\n","Prediction: vibrant, workers Result Score: 0.0024267679546028376 \t|\t Answer: queen vibrant\n","Question: what types of bee products have been collected recently?\n","Prediction: vibrant, workers Result Score: 0.002519934205338359 \t|\t Answer: frames\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: vibrant, workers Result Score: 0.002374147530645132 \t|\t Answer: seven frames filled to the brim with honey\n","\n","Sentence: queen present, worker numbers strong, drone population up, eggs plentiful, and seven honey frames along with substantial beeswax\n","Question: is there a queen currently present in the hive?\n","Prediction: plentiful, and seven honey frames along with substantial Result Score: 0.003254229435697198 \t|\t Answer: queen present\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: plentiful, and seven honey frames along with substantial Result Score: 0.003540028352290392 \t|\t Answer: queen present\n","\n","Sentence: queen laying profusely, high worker and drone activity, egg count high, plenty of honey and beeswax across eight frames\n","Question: what is the status of workers in the hive?\n","Prediction: profusely, high worker and drone Result Score: 0.0034974112641066313 \t|\t Answer: beeswax across eight frames\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: profusely, high worker and drone Result Score: 0.0035438151098787785 \t|\t Answer: beeswax across eight frames\n","Question: what is the status of drones in the hive?\n","Prediction: profusely, high worker and drone Result Score: 0.003797097597271204 \t|\t Answer: drone activity\n","\n","Sentence: queen missing, lethargic workers, low drone count, poor egg output, and four frames lacking honey\n","Question: what is the current health status of the hive?\n","Prediction: lethargic workers, low drone count, poor Result Score: 0.004238290246576071 \t|\t Answer: queen missing\n","\n","Sentence: queen not detected, workers disoriented, low drone count, minimal egg laying, and three honey frames underutilized\n","Question: is there a queen currently present in the hive?\n","Prediction: minimal egg laying, and three honey frames underutilized Result Score: 0.0023380012717097998 \t|\t Answer: queen not detected\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: minimal egg laying, and three honey frames underutilized Result Score: 0.0024255639873445034 \t|\t Answer: honey frames\n","\n","Sentence: queen vibrant, numerous worker bees, adequate drones, eggs filling up, and eleven honey frames topped off\n","Question: are there any worker bees currently active in the hive?\n","Prediction: vibrant, numerous worker bees, adequate drones Result Score: 0.003947828430682421 \t|\t Answer: numerous worker bees\n","Question: what is the status of workers in the hive?\n","Prediction: bees, adequate drones Result Score: 0.003700953209772706 \t|\t Answer: numerous worker bees\n","Question: what is the status of the queen in the hive?\n","Prediction: bees, adequate drones Result Score: 0.0036979797296226025 \t|\t Answer: queen vibrant\n","\n","Sentence: queen recently replaced, workers rallying, drones emerging, eggs increasing, beeswax and honey ample on nine frames\n","Question: what types of bee products have been collected recently?\n","Prediction: beeswax and honey ample Result Score: 0.0035241981968283653 \t|\t Answer: honey ample on nine frames\n","\n","Sentence: queen active, abundant workers, healthy drone population, egg production excellent, and seven frames full of honey\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: active, abundant workers, healthy drone population, egg Result Score: 0.0037734778597950935 \t|\t Answer: seven frames full of honey\n","Question: what's the egg production like?\n","Prediction: active, abundant workers, healthy drone population, egg Result Score: 0.004116700030863285 \t|\t Answer: egg production excellent\n","\n","Sentence: queen weak, slow workers, few drones, limited egg production, and six honey frames partially filled\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: slow workers, few drones Result Score: 0.004167631268501282 \t|\t Answer: queen weak\n","Question: what is the status of workers in the hive?\n","Prediction: slow workers, few drones Result Score: 0.003920596092939377 \t|\t Answer: slow workers\n","\n","Sentence: queen not seen, workers distressed, drone count low, egg production stalling, and only two honey frames filled\n","Question: is there a queen currently present in the hive?\n","Prediction: production stalling, and only Result Score: 0.0027598123997449875 \t|\t Answer: queen not seen\n","Question: what is the status of workers in the hive?\n","Prediction: production stalling Result Score: 0.002888479270040989 \t|\t Answer: workers distressed\n","\n","Sentence: queen weak, slow workers, few drones, limited egg production, and seven honey frames partially filled\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: slow workers, few drones, limited Result Score: 0.0036462233401834965 \t|\t Answer: honey frames\n","\n","Sentence: queen visible and healthy, thriving workers, adequate drones, abundant eggs, and ten frames densely packed with honey\n","Question: are there any worker bees currently active in the hive?\n","Prediction: and healthy, thriving workers, adequate drones Result Score: 0.003427858930081129 \t|\t Answer: thriving workers\n","\n","Sentence: queen newly emerged, workers adjusting, drones building, good egg numbers, and five honey frames capped\n","Question: is there a queen currently present in the hive?\n","Prediction: workers adjusting, drones building Result Score: 0.0037151009310036898 \t|\t Answer: queen new\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: drones building Result Score: 0.0036174615379422903 \t|\t Answer: queen new\n","\n","Sentence: queen efficient, workers busy, good drone population, eggs numerous, and eight honey frames topped up\n","Question: what is the status of workers in the hive?\n","Prediction: efficient, workers busy, good drone population, eggs Result Score: 0.0038350089453160763 \t|\t Answer: workers busy\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: queen efficient, workers busy, good drone population, eggs Result Score: 0.003948331810534 \t|\t Answer: eight honey frames topped up\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: workers busy, good drone population, eggs Result Score: 0.004045509267598391 \t|\t Answer: eight honey frames topped up\n","\n","Sentence: queen absent, low worker morale, minimal drones, few eggs, and five honey frames barely touched\n","Question: what is the current health status of the hive?\n","Prediction: low Result Score: 0.003810516558587551 \t|\t Answer: queen absent\n","Question: what is the status of drones in the hive?\n","Prediction: low worker morale, minimal Result Score: 0.0040178438648581505 \t|\t Answer: minimal drones\n","\n","Sentence: queen aging, steady workers, reduced drones, moderate eggs, with six frames filled with honey\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: steady workers, reduced drones Result Score: 0.004337164107710123 \t|\t Answer: queen aging\n","\n","Sentence: new queen, workers bustling, abundant forage, six full honey frames\n","Question: what is the current health status of the hive?\n","Prediction: bustling, abundant forage, six Result Score: 0.007290468085557222 \t|\t Answer: new queen\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: bustling, abundant forage, six Result Score: 0.007480763830244541 \t|\t Answer: full honey frames\n","Question: describe the foraging behavior observed in the worker bees lately?\n","Prediction: bustling, abundant forage, six full honey Result Score: 0.006920116022229195 \t|\t Answer: abundant forage\n","\n","Sentence: queen laying well, high worker activity, rich pollen, eight honey frames capped\n","Question: are there any worker bees currently active in the hive?\n","Prediction: laying well, high worker activity, rich pollen Result Score: 0.0074432590045034885 \t|\t Answer: high worker activity\n","Question: is there a queen currently present in the hive?\n","Prediction: laying well, high worker activity, rich pollen Result Score: 0.0066711208783090115 \t|\t Answer: queen laying well\n","\n","Sentence: queen prolific, workers exceed expectations, drone population optimal, egg count high, and honey abundant in ten frames\n","Question: what is the status of drones in the hive?\n","Prediction: prolific, workers exceed expectations, drone Result Score: 0.004515996668487787 \t|\t Answer: drone population optimal\n","Question: what is the current health status of the hive?\n","Prediction: prolific, workers Result Score: 0.00403638044372201 \t|\t Answer: queen prolific\n","\n","Sentence: queen old, steady workers, fair drone numbers, moderate eggs, and nine honey frames well-stocked\n","Question: what is the status of drones in the hive?\n","Prediction: , steady workers, fair drone Result Score: 0.0038766921497881413 \t|\t Answer: fair drone numbers\n","Question: are there any worker bees currently active in the hive?\n","Prediction: , steady workers, fair drone Result Score: 0.0037425938062369823 \t|\t Answer: steady workers\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: , steady workers, fair drone numbers, moderate eggs, and nine Result Score: 0.003558890428394079 \t|\t Answer: nine honey frames well-stocked\n","\n","Sentence: no queen seen, workers disoriented, drones dwindling, eggs few, with only two frames somewhat full\n","Question: what is the status of the queen in the hive?\n","Prediction: dwindling Result Score: 0.0029845612589269876 \t|\t Answer: no queen seen\n","Question: what is the egg count of the hive?\n","Prediction: dwindling Result Score: 0.0032545076683163643 \t|\t Answer: eggs few\n","Question: what is the current health status of the hive?\n","Prediction: dwindling Result Score: 0.0031140039209276438 \t|\t Answer: no queen seen\n","\n","Sentence: queen strong, worker activity high, adequate drones, good egg production, and nine honey frames ready for harvest\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: , worker activity Result Score: 0.0035649954807013273 \t|\t Answer: queen strong\n","Question: what types of bee products have been collected recently?\n","Prediction: , worker activity high, adequate drones, good egg production Result Score: 0.0029986840672791004 \t|\t Answer: nine honey frames ready for harvest\n","\n","Sentence: queen not found, minimal worker activity, down drone count, slow egg production, and seven frames needing attention\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: minimal Result Score: 0.003323927288874984 \t|\t Answer: queen not found\n","\n","Sentence: queen active, brood present, forage adequate, four honey frames filled\n","Question: what is the status of the queen in the hive?\n","Prediction: brood present, forage Result Score: 0.0066566551104187965 \t|\t Answer: queen active\n","Question: describe the foraging behavior observed in the worker bees lately?\n","Prediction: brood present, forage Result Score: 0.007031892891973257 \t|\t Answer: forage adequate\n","\n","Sentence: queen robust, bustling workers, numerous drones, eggs filling up cells, and eight frames overflowing with honey\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: robust, bustling workers, numerous drones Result Score: 0.0032745185308158398 \t|\t Answer: eight frames overflowing with honey\n","\n","Sentence: queen in decline, maintaining workers, few drones, low egg count, and five honey frames half full\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: maintaining workers, few drones Result Score: 0.0029876590706408024 \t|\t Answer: five honey frames half full\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: low Result Score: 0.002811197889968753 \t|\t Answer: five honey frames half full\n","\n","Sentence: queen absent, disorganized workers, scarce drones, few eggs laid, and seven honey frames poorly stocked\n","Question: what's the egg production like?\n","Prediction: disorganized workers, scarce drones Result Score: 0.003196683246642351 \t|\t Answer: few eggs\n","Question: what is the status of drones in the hive?\n","Prediction: disorganized workers, scarce drones Result Score: 0.0037969460245221853 \t|\t Answer: scarce drones\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: disorganized workers, scarce drones Result Score: 0.0034066883381456137 \t|\t Answer: seven honey frames poorly stocked\n","\n","Sentence: queen absent, unmotivated workers, sparse drones, few eggs found, and four frames barely capped\n","Question: are there any worker bees currently active in the hive?\n","Prediction: unmotivated workers, sparse drones Result Score: 0.004124644212424755 \t|\t Answer: unmotivated workers\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: unmotivated workers, sparse drones Result Score: 0.0042565264739096165 \t|\t Answer: four frames barely capped\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: unmotivated workers, sparse drones Result Score: 0.004310839809477329 \t|\t Answer: four frames barely capped\n","\n","Sentence: queen not found, workers disorganized, few drones, eggs scarce, and only three honey frames filled\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: disorganized, few drones Result Score: 0.003412598976865411 \t|\t Answer: only three honey frames filled\n","\n","Sentence: queen absent, unmotivated workers, sparse drones, few eggs found, and eight frames barely capped\n","Question: is there a queen currently present in the hive?\n","Prediction: unmotivated workers, sparse drones Result Score: 0.004194318316876888 \t|\t Answer: queen absent\n","Question: what is the status of workers in the hive?\n","Prediction: unmotivated workers, sparse drones Result Score: 0.004223037976771593 \t|\t Answer: unmotivated workers\n","\n","Sentence: queen ailing, worker numbers dwindling, few drones, reduced egg laying, and four honey frames barely capped\n","Question: what is the egg count of the hive?\n","Prediction: dwindling Result Score: 0.0034651830792427063 \t|\t Answer: reduced egg laying\n","\n","Sentence: newly mated queen, adjusting workers, increasing drone activity, beginning egg population, with six frames nearing capacity\n","Question: what is the status of drones in the hive?\n","Prediction: mated queen, adjusting workers, increasing drone Result Score: 0.003958383109420538 \t|\t Answer: increasing drone activity\n","Question: are there any worker bees currently active in the hive?\n","Prediction: mated queen, adjusting workers, increasing drone activity Result Score: 0.003992139361798763 \t|\t Answer: adjusting workers\n","Question: what is the egg count of the hive?\n","Prediction: mated queen, adjusting workers, increasing drone activity Result Score: 0.003691640682518482 \t|\t Answer: beginning egg population\n","\n","Sentence: queen newly mated, worker bees thriving, drones visible, egg count up, and nine honey frames nearing completion\n","Question: are there any worker bees currently active in the hive?\n","Prediction: bees thriving, drones Result Score: 0.003574431873857975 \t|\t Answer: worker bees thriving\n","Question: what is the egg count of the hive?\n","Prediction: bees thriving, drones Result Score: 0.0032768333330750465 \t|\t Answer: egg count up\n","Question: what types of bee products have been collected recently?\n","Prediction: bees thriving, drones Result Score: 0.003311670385301113 \t|\t Answer: nine honey frames nearing completion\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: bees thriving, drones Result Score: 0.003088451689109206 \t|\t Answer: queen newly mated\n","\n","Sentence: queen laying efficiently, active workers, healthy drones, plentiful eggs, and seven honey frames well-stocked\n","Question: what is the status of workers in the hive?\n","Prediction: plentiful Result Score: 0.00382065842859447 \t|\t Answer: active workers\n","\n","Sentence: queen in decline, workers maintaining, few drones, low eggs, and six honey frames half full\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: maintaining, few drones, low eggs, and six Result Score: 0.003742367494851351 \t|\t Answer: six honey frames half full\n","\n","Sentence: queen present, workers efficiently foraging, drones active, eggs numerous, and eight honey frames fully utilized\n","Question: what is the status of workers in the hive?\n","Prediction: workers efficiently foraging, drones Result Score: 0.0035499504301697016 \t|\t Answer: workers efficiently foraging\n","Question: what types of forage bees have been foraging?\n","Prediction: foraging, drones Result Score: 0.0036714437883347273 \t|\t Answer: workers efficiently foraging\n","Question: what is the status of drones in the hive?\n","Prediction: efficiently foraging, drones Result Score: 0.0038038650527596474 \t|\t Answer: drones active\n","\n","Sentence: queen excellent, workers hard at work, drone presence good, egg count excellent, and eight honey frames full\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: at work, drone Result Score: 0.003419992746785283 \t|\t Answer: queen excellent\n","Question: what types of bee products have been collected recently?\n","Prediction: at work Result Score: 0.0033988298382610083 \t|\t Answer: eight honey frames full\n","\n","Sentence: queen aging, workers steady, limited drones, moderate egg production, and six honey frames nearing capacity\n","Question: what is the egg count of the hive?\n","Prediction: moderate egg production, and six Result Score: 0.0031245967838913202 \t|\t Answer: moderate egg production\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: moderate egg production, and six Result Score: 0.0033224630169570446 \t|\t Answer: six honey frames nearing capacity\n","Question: what types of bee products have been collected recently?\n","Prediction: moderate egg production Result Score: 0.00325223826803267 \t|\t Answer: six honey frames nearing capacity\n","\n","Sentence: queen aging, workers steady, limited drones, moderate egg production, and seven honey frames nearly complete\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: moderate egg production Result Score: 0.003474332159385085 \t|\t Answer: seven honey frames nearly complete\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: moderate egg production Result Score: 0.0035100739914923906 \t|\t Answer: seven honey frames nearly complete\n","\n","Sentence: queen weak, workers slow, few drones, eggs limited, and only six honey frames partly filled\n","Question: are there any worker bees currently active in the hive?\n","Prediction: , workers slow, few drones Result Score: 0.004068336449563503 \t|\t Answer: workers slow\n","Question: what is the current health status of the hive?\n","Prediction: , workers slow, few drones Result Score: 0.0038008568808436394 \t|\t Answer: queen weak\n","\n","Sentence: queen newly installed, workers adapting, drone count improving, good egg production, and eight frames nearing capacity\n","Question: what is the current health status of the hive?\n","Prediction: production Result Score: 0.0029836418107151985 \t|\t Answer: queen newly installed\n","Question: are there any worker bees currently active in the hive?\n","Prediction: installed, workers adapting Result Score: 0.0028536133468151093 \t|\t Answer: workers adapting\n","\n","Sentence: queen healthy, workers efficient, drones adequate, many eggs laid, high honey yield, and beeswax on nine frames\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: , workers efficient, drones Result Score: 0.0024884880986064672 \t|\t Answer: queen healthy\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: , workers efficient, drones adequate, many eggs Result Score: 0.0024117627181112766 \t|\t Answer: beeswax on nine frames\n","\n","Sentence: queen productive, brood excellent, forage rich, six honey frames sealed\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: brood excellent, forage rich, six Result Score: 0.00671185739338398 \t|\t Answer: honey frames sealed\n","Question: is there a queen currently present in the hive?\n","Prediction: brood excellent, forage rich, six Result Score: 0.006554172839969397 \t|\t Answer: queen productive\n","\n","Sentence: queen healthy, efficient workers, numerous drones, prolific eggs, and ten frames fully stocked with honey\n","Question: what types of bee products have been collected recently?\n","Prediction: , efficient workers, numerous drones, prolific eggs Result Score: 0.004567426163703203 \t|\t Answer: ten frames fully stocked with honey\n","\n","Sentence: queen vibrant, workers active, drones plenty, eggs well-laid, and eight honey frames capped\n","Question: what is the status of workers in the hive?\n","Prediction: vibrant, workers active, drones plenty, eggs Result Score: 0.003953555598855019 \t|\t Answer: workers active\n","Question: what is the status of drones in the hive?\n","Prediction: vibrant, workers active, drones Result Score: 0.004380787257105112 \t|\t Answer: drones plenty\n","\n","Sentence: queen laying well, vibrant workers, active drones, numerous eggs, and nine honey frames topped\n","Question: is there a queen currently present in the hive?\n","Prediction: , vibrant workers, active drones Result Score: 0.00474032387137413 \t|\t Answer: queen laying well\n","Question: what types of bee products have been collected recently?\n","Prediction: , numerous eggs Result Score: 0.0041138604283332825 \t|\t Answer: nine honey frames topped\n","\n","Sentence: queen productive, busy workers, ample drones, high egg count, and ten frames brimming with honey\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: , busy workers, ample drones Result Score: 0.0032703650649636984 \t|\t Answer: ten frames brimming with honey\n","Question: is there a queen currently present in the hive?\n","Prediction: , busy workers, ample drones Result Score: 0.003453501034528017 \t|\t Answer: queen productive\n","\n","Sentence: queen is vibrant, strong scent of propolis, workers bringing in ample nectar, egg count satisfactory, with all honey frames in active production\n","Question: what is the status of the queen in the hive?\n","Prediction: , strong scent of propolis, workers Result Score: 0.0019444278441369534 \t|\t Answer: queen is vibrant\n","Question: what is the current health status of the hive?\n","Prediction: , strong scent of propolis, workers Result Score: 0.0019803782925009727 \t|\t Answer: queen is vibrant\n","Question: what is the egg count of the hive?\n","Prediction: propolis, workers bringing in ample nectar, egg Result Score: 0.002021924126893282 \t|\t Answer: egg count satisfactory\n","\n","Sentence: queen absent, low worker morale, scarce drones, minimal eggs, and two honey frames barely touched\n","Question: what is the egg count of the hive?\n","Prediction: low worker morale, scarce Result Score: 0.0037372393999248743 \t|\t Answer: minimal eggs\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: low worker morale, scarce drones Result Score: 0.004060030449181795 \t|\t Answer: queen absent\n","\n","Sentence: queen laying, brood vibrant, forage successful, six frames with honey\n","Question: describe the foraging behavior observed in the worker bees lately?\n","Prediction: , forage successful, six frames with honey Result Score: 0.006747477687895298 \t|\t Answer: forage successful\n","Question: is there a queen currently present in the hive?\n","Prediction: , forage successful, six frames with honey Result Score: 0.006374642718583345 \t|\t Answer: queen laying\n","\n","Sentence: queen strong, workers active, ample drones, plentiful eggs, and ten honey frames brimming\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: plentiful Result Score: 0.004804030526429415 \t|\t Answer: ten honey frames brimming\n","\n","Sentence: queen robust, bustling workers, numerous drones, eggs filling up cells, and seven frames brimming with honey\n","Question: what's the egg production like?\n","Prediction: robust, bustling workers, numerous drones Result Score: 0.003325571771711111 \t|\t Answer: eggs filling up cells\n","Question: what is the status of drones in the hive?\n","Prediction: bustling workers, numerous drones Result Score: 0.003782508196309209 \t|\t Answer: numerous drones\n","Question: are there any worker bees currently active in the hive?\n","Prediction: bustling workers, numerous drones Result Score: 0.0035878580529242754 \t|\t Answer: bustling workers\n","\n","Sentence: new queen, workers adapting, increasing drone presence, good egg numbers, and seven honey frames capped\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: honey Result Score: 0.003315315116196871 \t|\t Answer: honey frames capped\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: workers adapting Result Score: 0.003351282561197877 \t|\t Answer: new queen\n","\n","Sentence: queen laying eggs, brood area growing, plentiful forage, five frames of honey\n","Question: what types of forage bees have been foraging?\n","Prediction: plentiful Result Score: 0.005399852525442839 \t|\t Answer: plentiful forage\n","Question: what is the status of the queen in the hive?\n","Prediction: plentiful Result Score: 0.005859297700226307 \t|\t Answer: queen laying\n","\n","Sentence: queen strong, brood expanding, rich pollen sources, nine frames capped\n","Question: what is the current health status of the hive?\n","Prediction: brood expanding, rich pollen Result Score: 0.008187997154891491 \t|\t Answer: queen strong\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: , brood expanding, rich pollen Result Score: 0.0077788266353309155 \t|\t Answer: queen strong\n","Question: what is the egg count of the hive?\n","Prediction: brood expanding, rich pollen Result Score: 0.008022080175578594 \t|\t Answer: brood exp\n","\n","Sentence: queen excellent, performing well workers, plentiful drones, well-laid eggs, and all eleven honey frames capped and ready\n","Question: what types of bee products have been collected recently?\n","Prediction: plentiful drones, well-laid eggs Result Score: 0.0027417531237006187 \t|\t Answer: all eleven honey frames capped\n","Question: what is the status of drones in the hive?\n","Prediction: plentiful drones Result Score: 0.002847815165296197 \t|\t Answer: plentiful drones\n","Question: what is the current health status of the hive?\n","Prediction: plentiful Result Score: 0.0028145962860435247 \t|\t Answer: queen excellent\n","Question: what's the egg production like?\n","Prediction: plentiful drones, well-laid eggs Result Score: 0.002567758783698082 \t|\t Answer: well-laid eggs\n","\n","Sentence: queen not visible, workers distressed, drone count low, minimal egg laying, and three honey frames empty\n","Question: what is the egg count of the hive?\n","Prediction: minimal Result Score: 0.0038138963282108307 \t|\t Answer: minimal egg laying\n","\n","Sentence: new queen, workers active, enough drones, satisfactory egg count, honey and propolis gathered on six frames\n","Question: what is the current health status of the hive?\n","Prediction: propolis gathered on six Result Score: 0.0032517241779714823 \t|\t Answer: new queen\n","\n","Sentence: no queen, worker count low, drones absent, eggs missing, limited beeswax, and only two honey frames filled\n","Question: what's the egg production like?\n","Prediction: beeswax, and only Result Score: 0.0029267165809869766 \t|\t Answer: eggs missing\n","Question: what is the status of drones in the hive?\n","Prediction: beeswax, and only Result Score: 0.0028576571494340897 \t|\t Answer: drones absent\n","\n","Sentence: queen robust, bustling workers, numerous drones, eggs filling up cells, and seven frames overflowing with honey\n","Question: what is the status of drones in the hive?\n","Prediction: bustling workers, numerous drones Result Score: 0.00372130679897964 \t|\t Answer: numerous drones\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: robust, bustling workers, numerous drones Result Score: 0.0030774546321481466 \t|\t Answer: frames\n","Question: are there any worker bees currently active in the hive?\n","Prediction: , bustling workers, numerous drones Result Score: 0.0034786451142281294 \t|\t Answer: bustling workers\n","\n","Sentence: queen struggling, workers doing their best, few drones, low egg count, with seven frames partially filled\n","Question: what's the egg production like?\n","Prediction: doing their best, few drones Result Score: 0.0032039545476436615 \t|\t Answer: low egg count\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: doing Result Score: 0.003248678520321846 \t|\t Answer: with seven frames partially filled\n","\n","Sentence: queen aging, steady brood, moderate forage, six honey frames processed\n","Question: what is the egg count of the hive?\n","Prediction: steady brood, moderate forage, six Result Score: 0.006186208687722683 \t|\t Answer: steady brood\n","\n","Sentence: queen is laying well, the worker population is high, honey and beeswax levels are sufficient, and there is steady nectar collection with seven honey frames completed\n","Question: are there any worker bees currently active in the hive?\n","Prediction: beeswax levels are sufficient, and there is steady nectar collection Result Score: 0.002243200084194541 \t|\t Answer: beeswax levels are sufficient\n","Question: what is the current health status of the hive?\n","Prediction: beeswax levels are sufficient, and there is steady nectar collection Result Score: 0.0020849150605499744 \t|\t Answer: queen is laying well\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: beeswax levels are sufficient, and there is steady nectar collection Result Score: 0.0021163029596209526 \t|\t Answer: honey frames completed\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: beeswax levels are sufficient, and there is steady nectar collection Result Score: 0.002320409519597888 \t|\t Answer: queen is laying well\n","\n","Sentence: queen vibrant, workers and drones at peak numbers, eggs abundant, and seven honey frames well-stocked\n","Question: what is the status of drones in the hive?\n","Prediction: -stocked Result Score: 0.003443734021857381 \t|\t Answer: drones at peak numbers\n","Question: what is the status of the queen in the hive?\n","Prediction: -stocked Result Score: 0.003461046377196908 \t|\t Answer: queen vibrant\n","\n","Sentence: queen healthy, workers hardworking, drones ample, eggs prolific, with eight frames perfectly capped\n","Question: what is the current health status of the hive?\n","Prediction: hardworking, drones Result Score: 0.0044244807213544846 \t|\t Answer: queen healthy\n","Question: what is the egg count of the hive?\n","Prediction: hardworking, drones ample, eggs Result Score: 0.004588325973600149 \t|\t Answer: eggs prolific\n","Question: what is the status of workers in the hive?\n","Prediction: hardworking, drones Result Score: 0.004520953632891178 \t|\t Answer: workers hardworking\n","\n","Sentence: queen spotted, brood healthy, good forage, seven honey frames filled\n","Question: what is the status of the queen in the hive?\n","Prediction: brood healthy, good forage Result Score: 0.006823677569627762 \t|\t Answer: queen spotted\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: brood healthy, good forage Result Score: 0.006644861772656441 \t|\t Answer: seven honey frames filled\n","Question: is there a queen currently present in the hive?\n","Prediction: brood healthy, good forage Result Score: 0.006850513629615307 \t|\t Answer: queen spotted\n","\n","Sentence: no queen seen, brood declining, forage poor, two honey frames half-filled\n","Question: what's the egg production like?\n","Prediction: brood declining, forage poor Result Score: 0.004831039812415838 \t|\t Answer: brood declining\n","Question: what types of bee products have been collected recently?\n","Prediction: brood declining, forage poor Result Score: 0.005094563588500023 \t|\t Answer: honey frames half-filled\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: brood declining, forage poor Result Score: 0.0047496915794909 \t|\t Answer: honey frames half-filled\n","\n","Sentence: queen active, workers and drones constant, eggs abound, seven frames heavy with honey and beeswax\n","Question: what is the status of drones in the hive?\n","Prediction: , workers and drones Result Score: 0.0035375969018787146 \t|\t Answer: drones constant\n","\n","Sentence: queen efficient, workers busy, good drone activity, plentiful eggs, and eight frames ready\n","Question: what is the egg count of the hive?\n","Prediction: plentiful Result Score: 0.005962522234767675 \t|\t Answer: plentiful eggs\n","\n","Sentence: queen robust, strong worker activity, numerous drones, eggs abound, and honey frames heavily laden\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: , strong worker activity, numerous drones Result Score: 0.003787281224504113 \t|\t Answer: honey frames heavily laden\n","Question: are there any worker bees currently active in the hive?\n","Prediction: , strong worker activity, numerous drones Result Score: 0.004338663071393967 \t|\t Answer: strong worker activity\n","\n","Sentence: aging queen, stable worker population, fewer drones, moderate eggs, beeswax and seven frames of honey noted\n","Question: are there any worker bees currently active in the hive?\n","Prediction: beeswax and seven frames of honey Result Score: 0.0037642333190888166 \t|\t Answer: beeswax\n","\n","Sentence: queen laying steadily, workers foraging well, drones healthy, egg layers active, abundant honey, and seven frames capped\n","Question: what types of bee products have been collected recently?\n","Prediction: laying steadily, workers foraging well, drones Result Score: 0.0026403774973005056 \t|\t Answer: abundant honey\n","Question: are there any worker bees currently active in the hive?\n","Prediction: foraging well, drones Result Score: 0.0029999916441738605 \t|\t Answer: workers foraging well\n","Question: describe the foraging behavior observed in the worker bees lately?\n","Prediction: foraging well, drones Result Score: 0.003376233158633113 \t|\t Answer: workers foraging well\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: foraging well, drones Result Score: 0.002930388553068042 \t|\t Answer: seven frames capped\n","\n","Sentence: queen missing, lethargic workers, disappearing drones, scarce eggs, and only seven frames showing some honey\n","Question: what's the egg production like?\n","Prediction: lethargic workers, disappearing drones, scarce Result Score: 0.003959122113883495 \t|\t Answer: scarce eggs\n","\n","Sentence: queen present, workers active, high drone count, eggs numerous, and eight honey frames topped up\n","Question: is there a queen currently present in the hive?\n","Prediction: workers active, high drone count, eggs Result Score: 0.0038396967574954033 \t|\t Answer: queen present\n","Question: are there any worker bees currently active in the hive?\n","Prediction: , high drone Result Score: 0.004059871658682823 \t|\t Answer: workers active\n","\n","Sentence: queen missing, brood sparse, pollen scarce, two honey frames half-full\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: , pollen Result Score: 0.005648924969136715 \t|\t Answer: queen missing\n","Question: what types of forage bees have been foraging?\n","Prediction: brood sparse, pollen Result Score: 0.00590916583314538 \t|\t Answer: pollen scarce\n","Question: what is the egg count of the hive?\n","Prediction: brood sparse, pollen Result Score: 0.005260023754090071 \t|\t Answer: brood sparse\n","\n","Sentence: queen vibrant, active workers, plenty of drones, well-laid eggs, and eight honey frames capped\n","Question: what is the current health status of the hive?\n","Prediction: , active workers, plenty of drones Result Score: 0.003947472665458918 \t|\t Answer: queen vibrant\n","Question: what's the egg production like?\n","Prediction: vibrant, active workers, plenty of drones Result Score: 0.0037761342246085405 \t|\t Answer: well-laid eggs\n","Question: what is the status of drones in the hive?\n","Prediction: vibrant, active workers, plenty of drones Result Score: 0.004375440999865532 \t|\t Answer: plenty of drones\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: -laid eggs Result Score: 0.004304589703679085 \t|\t Answer: queen vibrant\n","\n","Sentence: queen seen, workers efficient, drones sufficient, eggs well-laid, and six honey frames fully capped\n","Question: what types of bee products have been collected recently?\n","Prediction: -laid, and six Result Score: 0.003780307713896036 \t|\t Answer: six honey frames fully capped\n","Question: what's the egg production like?\n","Prediction: -laid, and six Result Score: 0.0036109646316617727 \t|\t Answer: eggs well-laid\n","\n","Sentence: no queen detected, brood suffering, poor forage, three honey frames used\n","Question: what is the current health status of the hive?\n","Prediction: brood suffering, poor Result Score: 0.0066617210395634174 \t|\t Answer: no queen detected\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: brood suffering Result Score: 0.005718572996556759 \t|\t Answer: no queen detected\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: brood suffering, poor Result Score: 0.0059859659522771835 \t|\t Answer: three honey frames used\n","\n","Sentence: queen recently seen, active worker bees, steady drone population, plentiful eggs, with nine honey frames nearly ready\n","Question: what is the status of the queen in the hive?\n","Prediction: plentiful Result Score: 0.003187177935615182 \t|\t Answer: queen recently seen\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: plentiful Result Score: 0.0030832227785140276 \t|\t Answer: queen recently seen\n","Question: what types of bee products have been collected recently?\n","Prediction: plentiful Result Score: 0.0032190405763685703 \t|\t Answer: with nine honey frames nearly ready\n","Question: what is the egg count of the hive?\n","Prediction: plentiful Result Score: 0.0033955241087824106 \t|\t Answer: plentiful eggs\n","\n","Sentence: queen efficient, busy workers, good drone activity, plentiful eggs, and eight frames ready for harvest\n","Question: what is the current health status of the hive?\n","Prediction: plentiful Result Score: 0.004987754859030247 \t|\t Answer: queen efficient\n","Question: what is the status of drones in the hive?\n","Prediction: plentiful Result Score: 0.004951417911797762 \t|\t Answer: good drone activity\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: plentiful Result Score: 0.005005742888897657 \t|\t Answer: eight frames ready for harvest\n","\n","Sentence: queen vibrant, workers actively foraging, drone presence high, eggs plentiful, with ten honey frames well-stocked\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: plentiful, with ten honey frames well-stocked Result Score: 0.0033647280652076006 \t|\t Answer: with ten honey frames well-stocked\n","\n","Sentence: queen is healthy, drone population is normal, abundant forage activity noted, a high volume of eggs present, and five honey frames ready for harvest\n","Question: what is the status of drones in the hive?\n","Prediction: , drone Result Score: 0.0021380430553108454 \t|\t Answer: drone population is normal\n","Question: what's the egg production like?\n","Prediction: forage activity noted, a high volume of eggs Result Score: 0.0017724932404235005 \t|\t Answer: high volume of eggs present\n","Question: describe the foraging behavior observed in the worker bees lately?\n","Prediction: , drone Result Score: 0.0020120611879974604 \t|\t Answer: abundant forage activity noted\n","\n","Sentence: queen vibrant, numerous worker bees, adequate drones, eggs filling up, and eleven honey frames topped off\n","Question: what types of bee products have been collected recently?\n","Prediction: bees, adequate drones Result Score: 0.0035455976612865925 \t|\t Answer: eleven honey frames topped off\n","Question: what is the status of drones in the hive?\n","Prediction: vibrant, numerous worker bees, adequate drones Result Score: 0.004033373668789864 \t|\t Answer: adequate drones\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: vibrant, numerous worker bees, adequate drones Result Score: 0.0034216796047985554 \t|\t Answer: eleven honey frames topped off\n","Question: what's the egg production like?\n","Prediction: vibrant, numerous worker bees, adequate drones Result Score: 0.0035339638125151396 \t|\t Answer: eggs filling up\n","\n","Sentence: no queen seen, disoriented worker bees, dwindling drones, few eggs, with only six frames somewhat full\n","Question: what is the egg count of the hive?\n","Prediction: dwindling Result Score: 0.002950029680505395 \t|\t Answer: few eggs\n","\n","Sentence: queen spotted, brood expanding, good pollen collection, seven honey frames sealed\n","Question: what types of bee products have been collected recently?\n","Prediction: brood expanding, good pollen collection Result Score: 0.008288521319627762 \t|\t Answer: honey frames\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: brood expanding, good pollen collection Result Score: 0.007348600775003433 \t|\t Answer: queen spotted\n","\n","Sentence: queen present, worker bee surge, ample drones, egg numbers peak, copious honey, but low beeswax on seven frames\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: low Result Score: 0.002513900166377425 \t|\t Answer: but low beeswax on seven frames\n","Question: is there a queen currently present in the hive?\n","Prediction: low Result Score: 0.0022249468602240086 \t|\t Answer: queen present\n","\n","Sentence: queen visible, active workers, good drone population, numerous eggs, and eight honey frames filled\n","Question: what's the egg production like?\n","Prediction: , active workers, good drone population, numerous eggs Result Score: 0.004391747061163187 \t|\t Answer: numerous eggs\n","Question: what is the status of the queen in the hive?\n","Prediction: active workers, good drone population, numerous eggs Result Score: 0.004438190720975399 \t|\t Answer: queen visible\n","\n","Sentence: queen healthy, hardworking workers, plentiful drones, prolific eggs, with nine frames perfectly capped\n","Question: what's the egg production like?\n","Prediction: plentiful Result Score: 0.004556113854050636 \t|\t Answer: prolific eggs\n","Question: what is the status of the queen in the hive?\n","Prediction: plentiful Result Score: 0.00459331227466464 \t|\t Answer: queen healthy\n","Question: are there any worker bees currently active in the hive?\n","Prediction: plentiful Result Score: 0.004668847657740116 \t|\t Answer: hardworking workers\n","\n","Sentence: queen vibrant, workers busy, healthy drones, eggs abundant, and eleven frames heavy with honey\n","Question: what is the status of the queen in the hive?\n","Prediction: healthy drones, eggs Result Score: 0.004233142361044884 \t|\t Answer: queen vibrant\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: , workers busy, healthy drones Result Score: 0.004272411577403545 \t|\t Answer: queen vibrant\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: vibrant, workers busy, healthy drones, eggs Result Score: 0.004249221179634333 \t|\t Answer: eleven frames heavy with honey\n","\n","Sentence: queen in decline, managing workers, few drones, dwindling eggs, with five frames only half full\n","Question: what is the egg count of the hive?\n","Prediction: dwindling Result Score: 0.004032089374959469 \t|\t Answer: dwindling eggs\n","\n","Sentence: newly mated queen, adjusting workers, increasing drone activity, beginning egg population, with five frames nearing capacity\n","Question: what is the status of the queen in the hive?\n","Prediction: mated queen, adjusting workers, increasing drone activity Result Score: 0.0037197901401668787 \t|\t Answer: newly mated queen\n","\n","Sentence: queen excellent, performing well workers, plentiful drones, well-laid eggs, and all seven honey frames capped and ready\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: plentiful drones, well-laid eggs, and all seven Result Score: 0.0029282744508236647 \t|\t Answer: all seven honey frames capped\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: plentiful drones, well-laid eggs, and all seven Result Score: 0.002931454684585333 \t|\t Answer: all seven honey frames capped\n","Question: what's the egg production like?\n","Prediction: plentiful drones, well-laid eggs Result Score: 0.002560606924816966 \t|\t Answer: well-laid eggs\n","\n","Sentence: queen spotted, workers present, drone numbers fair, eggs well-laid, good beeswax production, and five honey frames ready\n","Question: what is the egg count of the hive?\n","Prediction: beeswax production, and five honey frames ready Result Score: 0.002815192099660635 \t|\t Answer: eggs well-laid\n","Question: what's the egg production like?\n","Prediction: beeswax production Result Score: 0.00290752574801445 \t|\t Answer: eggs well-laid\n","Question: is there a queen currently present in the hive?\n","Prediction: beeswax production, and five honey frames ready Result Score: 0.0027181559707969427 \t|\t Answer: queen spotted\n","\n","Sentence: queen declining, maintaining workers, few drones, low egg count, and three honey frames only half full\n","Question: are there any worker bees currently active in the hive?\n","Prediction: declining, maintaining workers, few drones Result Score: 0.0031386360060423613 \t|\t Answer: maintaining workers\n","Question: what is the status of drones in the hive?\n","Prediction: maintaining workers, few drones Result Score: 0.0032801697961986065 \t|\t Answer: few drones\n","\n","Sentence: queen vibrant, busy workers, healthy drones, eggs abundant, and nine frames heavily laden with honey\n","Question: what is the status of workers in the hive?\n","Prediction: vibrant, busy workers, healthy drones Result Score: 0.0037918088492006063 \t|\t Answer: busy workers\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: vibrant, busy workers, healthy drones, eggs Result Score: 0.003919348120689392 \t|\t Answer: nine frames heavily laden with honey\n","\n","Sentence: queen absent, worker morale low, drones scarce, minimal eggs, and two honey frames barely touched\n","Question: is there a queen currently present in the hive?\n","Prediction: low, drones scarce Result Score: 0.004050079267472029 \t|\t Answer: queen absent\n","Question: what is the egg count of the hive?\n","Prediction: low, drones scarce, minimal Result Score: 0.004341681022197008 \t|\t Answer: minimal eggs\n","\n","Sentence: queen absent, disorganized workers, minimal drones, scarce eggs, and three honey frames underdeveloped\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: disorganized workers, minimal drones, scarce eggs, and three honey frames underdeveloped Result Score: 0.00331810861825943 \t|\t Answer: three honey frames underdeveloped\n","\n","Sentence: queen healthy, workers hardworking, drones ample, eggs prolific, with eight honey frames perfectly capped\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: hardworking, drones ample, eggs Result Score: 0.003992549143731594 \t|\t Answer: with eight honey frames perfectly capped\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: hardworking, drones ample, eggs Result Score: 0.00405039032921195 \t|\t Answer: with eight honey frames perfectly capped\n","\n","Sentence: queen laying well, workers vibrant, drones healthy, eggs copious, and seven frames densely packed with honey\n","Question: what is the status of the queen in the hive?\n","Prediction: laying well, workers vibrant, drones Result Score: 0.0030602177139371634 \t|\t Answer: queen laying well\n","\n","Sentence: queen active, brood stable, forage good, five honey frames sealed\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: , brood stable, forage good, five honey frames sealed Result Score: 0.005664230789989233 \t|\t Answer: queen active\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: , brood stable, forage Result Score: 0.0060023474507033825 \t|\t Answer: five honey frames sealed\n","Question: what's the egg production like?\n","Prediction: forage good, five honey Result Score: 0.005794822704046965 \t|\t Answer: brood stable\n","\n","Sentence: queen robust, worker activity high, drone numbers strong, eggs well laid, and ten frames loaded with honey\n","Question: what is the egg count of the hive?\n","Prediction: , worker activity high, drone numbers strong, eggs Result Score: 0.003552635433152318 \t|\t Answer: eggs well laid\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: , worker activity Result Score: 0.003898971015587449 \t|\t Answer: queen robust\n","Question: what is the status of workers in the hive?\n","Prediction: robust, worker activity high, drone Result Score: 0.0036268988624215126 \t|\t Answer: worker activity high\n","Question: are there any worker bees currently active in the hive?\n","Prediction: robust, worker activity high, drone Result Score: 0.003871667431667447 \t|\t Answer: worker activity high\n","\n","Sentence: queen absent, low worker morale, minimal drones, few eggs, and three honey frames barely used\n","Question: are there any worker bees currently active in the hive?\n","Prediction: low worker morale, minimal Result Score: 0.003746800124645233 \t|\t Answer: low worker morale\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: low Result Score: 0.0035908804275095463 \t|\t Answer: three honey frames barely used\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: low Result Score: 0.0038507659919559956 \t|\t Answer: three honey frames barely used\n","\n","Sentence: no queen seen, disoriented worker bees, dwindling drones, few eggs, and only four frames somewhat full\n","Question: what is the egg count of the hive?\n","Prediction: dwindling Result Score: 0.0030749107245355844 \t|\t Answer: few eggs\n","\n","Sentence: queen missing, lethargic workers, reduced drone count, poor egg output, and six frames lacking honey\n","Question: what is the egg count of the hive?\n","Prediction: lethargic workers, reduced drone count, poor egg output Result Score: 0.004202206153422594 \t|\t Answer: poor egg output\n","\n","Sentence: queen not visible, workers distressed, drone count low, egg production halted, and only two honey frames filled\n","Question: what is the status of workers in the hive?\n","Prediction: production Result Score: 0.0029114303179085255 \t|\t Answer: workers distressed\n","\n","Sentence: queen visible and healthy, thriving workers, sufficient drones, abundant eggs, and ten frames densely packed with honey\n","Question: what is the status of the queen in the hive?\n","Prediction: and healthy, thriving workers, sufficient drones Result Score: 0.0033827885054051876 \t|\t Answer: queen visible\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: healthy, thriving workers, sufficient drones Result Score: 0.003534637624397874 \t|\t Answer: ten frames densely packed with honey\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: and healthy, thriving workers, sufficient drones Result Score: 0.0032756829168647528 \t|\t Answer: ten frames densely packed with honey\n","\n","Sentence: queen healthy, workers bustling, ample drones, good egg production, and ten frames well-stocked with honey\n","Question: is there a queen currently present in the hive?\n","Prediction: -stocked Result Score: 0.002864119363948703 \t|\t Answer: queen healthy\n","Question: what is the status of drones in the hive?\n","Prediction: bustling, ample drones Result Score: 0.0029009694699198008 \t|\t Answer: ample drones\n","Question: what is the egg count of the hive?\n","Prediction: bustling, ample drones, good egg Result Score: 0.0027034280356019735 \t|\t Answer: good egg production\n","Question: what's the egg production like?\n","Prediction: bustling, ample drones, good egg Result Score: 0.002770582679659128 \t|\t Answer: good egg production\n","\n","Sentence: queen weak, workers slow, drones few, limited egg production, and six honey frames partially filled\n","Question: what is the egg count of the hive?\n","Prediction: , workers slow, drones Result Score: 0.0033658561296761036 \t|\t Answer: limited egg production\n","Question: are there any worker bees currently active in the hive?\n","Prediction: , workers slow, drones Result Score: 0.003904412966221571 \t|\t Answer: workers slow\n","\n","Sentence: queen visible, workers energetic, good drone population, plenty of eggs, and nine frames filled with honey\n","Question: is there a queen currently present in the hive?\n","Prediction: workers energetic, good drone population, plenty of eggs Result Score: 0.003982632886618376 \t|\t Answer: queen visible\n","Question: are there any worker bees currently active in the hive?\n","Prediction: , good drone Result Score: 0.004068103153258562 \t|\t Answer: workers energetic\n","\n","Sentence: queen robust, strong worker activity, drones numerous, eggs abound, and honey frames heavily laden\n","Question: is there a queen currently present in the hive?\n","Prediction: strong worker activity, drones Result Score: 0.0038253702223300934 \t|\t Answer: queen robust\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: robust, strong worker activity, drones Result Score: 0.003782547079026699 \t|\t Answer: honey frames heavily laden\n","Question: what is the current health status of the hive?\n","Prediction: strong worker activity, drones Result Score: 0.003881323616951704 \t|\t Answer: queen robust\n","\n","Sentence: queen vibrant, workers active, drones plenty, eggs well-laid, and seven honey frames fully capped\n","Question: what is the current health status of the hive?\n","Prediction: vibrant, workers active, drones plenty, eggs Result Score: 0.0035148600582033396 \t|\t Answer: queen vibrant\n","Question: what is the status of workers in the hive?\n","Prediction: vibrant, workers active, drones plenty, eggs Result Score: 0.003459690837189555 \t|\t Answer: workers active\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: vibrant, workers active, drones plenty, eggs Result Score: 0.0033844616264104843 \t|\t Answer: honey frames\n","\n","Sentence: queen absent, workers doing minimal foraging, drones scarce, eggs sparse, and three honey frames slowly filling\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: minimal foraging, drones scarce Result Score: 0.0033613720443099737 \t|\t Answer: three honey frames slowly filling\n","\n","Sentence: queen in decline, workers maintaining, few drones, low egg count, and six honey frames half full\n","Question: what is the status of workers in the hive?\n","Prediction: maintaining, few drones Result Score: 0.003262366633862257 \t|\t Answer: workers maintaining\n","Question: what is the egg count of the hive?\n","Prediction: low egg count, and six Result Score: 0.0031559765338897705 \t|\t Answer: low egg count\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: maintaining, few drones Result Score: 0.0032120405230671167 \t|\t Answer: queen in decline\n","\n","Sentence: an exceptionally healthy queen, with workers displaying an impressive haul of nectar and pollen; the brood chamber is teeming with new eggs, and almost all honey frames are nearing completion\n","Question: describe the foraging behavior observed in the worker bees lately?\n","Prediction: nectar and pollen Result Score: 0.0012448369525372982 \t|\t Answer: pollen; the brood chamber is teeming with new eggs\n","\n","Sentence: queen healthy, brood strong, rich nectar sources, eight frames well-stocked\n","Question: what is the current health status of the hive?\n","Prediction: brood strong, rich nectar sources Result Score: 0.004585924092680216 \t|\t Answer: queen healthy\n","Question: describe the foraging behavior observed in the worker bees lately?\n","Prediction: brood strong, rich nectar sources Result Score: 0.004614711739122868 \t|\t Answer: rich nectar sources\n","Question: what is the status of the queen in the hive?\n","Prediction: brood strong, rich nectar sources Result Score: 0.0044227479957044125 \t|\t Answer: queen healthy\n","\n","Sentence: queen aging, steady workers, reduced drones, moderate eggs, with eight frames filled with honey\n","Question: is there a queen currently present in the hive?\n","Prediction: steady workers, reduced drones, moderate eggs Result Score: 0.0041779447346925735 \t|\t Answer: queen aging\n","Question: are there any worker bees currently active in the hive?\n","Prediction: steady workers, reduced drones, moderate eggs Result Score: 0.004242441151291132 \t|\t Answer: steady workers\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: steady workers, reduced drones Result Score: 0.004422852303832769 \t|\t Answer: queen aging\n","\n","Sentence: queen recently seen, active worker bees, steady drone population, plentiful eggs, with ten honey frames nearly ready\n","Question: what's the egg production like?\n","Prediction: plentiful Result Score: 0.003338024253025651 \t|\t Answer: plentiful eggs\n","Question: what types of bee products have been collected recently?\n","Prediction: plentiful Result Score: 0.0032526080030947924 \t|\t Answer: with ten honey frames nearly ready\n","Question: what is the current health status of the hive?\n","Prediction: plentiful Result Score: 0.0034340189304202795 \t|\t Answer: queen recently seen\n","\n","Sentence: queen present, worker bees excelling, drone count optimal, eggs copious, and all frames teeming with honey\n","Question: what types of bee products have been collected recently?\n","Prediction: bees excelling, drone count optimal, eggs copious Result Score: 0.0026946202851831913 \t|\t Answer: all frames teeming with honey\n","\n","Sentence: queen prolific, worker bees buzzing, drones in good number, high egg count, and seven honey frames capped\n","Question: what is the status of workers in the hive?\n","Prediction: prolific, worker bees buzzing, drones Result Score: 0.00422959728166461 \t|\t Answer: worker bees buzzing\n","\n","Sentence: queen new, brood growing, pollen abundant, four frames well-stocked\n","Question: what types of forage bees have been foraging?\n","Prediction: brood growing, pollen abundant, four frames well-stocked Result Score: 0.006209537852555513 \t|\t Answer: pollen abundant\n","\n","Sentence: weak queen, sparse brood, low forage yield, three honey frames\n","Question: what is the egg count of the hive?\n","Prediction: brood, low forage Result Score: 0.0060994746163487434 \t|\t Answer: sparse brood\n","Question: what is the current health status of the hive?\n","Prediction: brood, low Result Score: 0.006377306301146746 \t|\t Answer: weak queen\n","Question: is there a queen currently present in the hive?\n","Prediction: brood, low Result Score: 0.0059790825471282005 \t|\t Answer: weak queen\n","\n","Sentence: queen vibrant, active workers, many drones, eggs well-laid, and nine honey frames capped\n","Question: what's the egg production like?\n","Prediction: vibrant, active workers, many drones, eggs Result Score: 0.0038354976568371058 \t|\t Answer: eggs well-laid\n","Question: what types of bee products have been collected recently?\n","Prediction: , active workers, many drones, eggs Result Score: 0.004203039221465588 \t|\t Answer: nine honey frames capped\n","Question: are there any worker bees currently active in the hive?\n","Prediction: vibrant, active workers, many drones Result Score: 0.0040436917915940285 \t|\t Answer: active workers\n","Question: is there a queen currently present in the hive?\n","Prediction: , active workers, many drones Result Score: 0.004275099840015173 \t|\t Answer: queen vibrant\n","\n","Sentence: no queen seen, disoriented worker bees, dwindling drones, few eggs, with only three frames somewhat full\n","Question: what is the current health status of the hive?\n","Prediction: dwindling Result Score: 0.002835927065461874 \t|\t Answer: no queen seen\n","\n","Sentence: queen strong, workers busy, drones healthy, eggs abundant, and nine frames heavy with honey\n","Question: what is the status of drones in the hive?\n","Prediction: , workers busy, drones Result Score: 0.004237360320985317 \t|\t Answer: drones healthy\n","\n","Sentence: queen’s health is excellent, worker bees are efficiently foraging, high beeswax production, egg laying at peak, with seven honey frames sealed\n","Question: what is the status of workers in the hive?\n","Prediction: beeswax production Result Score: 0.002385506872087717 \t|\t Answer: high beeswax production\n","\n","Sentence: new queen seen, workers are energetic despite the rain, honey stores are fair, and nectar foraging is ongoing with five honey frames filled\n","Question: what is the status of workers in the hive?\n","Prediction: are energetic despite the rain Result Score: 0.002313996199518442 \t|\t Answer: workers are energetic despite the rain\n","\n","Sentence: queen visible, workers active, drone population good, eggs plentiful, and eight honey frames filled\n","Question: what's the egg production like?\n","Prediction: plentiful Result Score: 0.0056456951424479485 \t|\t Answer: eggs plentiful\n","Question: what is the status of drones in the hive?\n","Prediction: plentiful Result Score: 0.0054221367463469505 \t|\t Answer: drone population good\n","Question: is there a queen currently present in the hive?\n","Prediction: plentiful Result Score: 0.005321166478097439 \t|\t Answer: queen visible\n","\n","Sentence: newly emerged queen, workers adjusting, drones increasing, eggs starting to fill, and seven honey frames capped\n","Question: what is the status of drones in the hive?\n","Prediction: workers adjusting, drones Result Score: 0.0034277087543159723 \t|\t Answer: drones increasing\n","Question: is there a queen currently present in the hive?\n","Prediction: drones increasing, eggs Result Score: 0.0033395534846931696 \t|\t Answer: newly emerged queen\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: workers adjusting, drones increasing, eggs starting to fill, and seven Result Score: 0.0032401306089013815 \t|\t Answer: seven honey frames capped\n","\n","Sentence: old queen, brood steady, moderate foraging, five honey frames completed\n","Question: what types of forage bees have been foraging?\n","Prediction: brood steady, moderate foraging Result Score: 0.006440151948481798 \t|\t Answer: moderate foraging\n","Question: what is the current health status of the hive?\n","Prediction: brood steady, moderate foraging Result Score: 0.006227591075003147 \t|\t Answer: old queen\n","Question: what is the status of the queen in the hive?\n","Prediction: brood steady, moderate foraging Result Score: 0.0057905749417841434 \t|\t Answer: old queen\n","\n","Sentence: queen sighted, workers energetic, ample pollen, five honey frames sealed\n","Question: describe the foraging behavior observed in the worker bees lately?\n","Prediction: , ample pollen Result Score: 0.00787887629121542 \t|\t Answer: ample pollen\n","\n","Sentence: queen absent, brood dwindling, forage limited, three honey frames partial\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: dwindling Result Score: 0.007837771438062191 \t|\t Answer: three honey frames partial\n","\n","Sentence: queen healthy, workers bustling, drones numerous, plentiful eggs, and ten honey frames well-stocked\n","Question: what is the status of workers in the hive?\n","Prediction: plentiful Result Score: 0.00441741943359375 \t|\t Answer: workers bustling\n","\n","Sentence: queen robust, bustling workers, numerous drones, eggs filling cells, and eight frames brimming with honey\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: robust, bustling workers, numerous drones Result Score: 0.0036395115312188864 \t|\t Answer: eight frames brimming with honey\n","Question: is there a queen currently present in the hive?\n","Prediction: bustling workers, numerous drones Result Score: 0.0037296144291758537 \t|\t Answer: queen robust\n","\n","Sentence: queen absent, disorganized workers, minimal drones, scarce eggs, and five frames underdeveloped\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: disorganized workers, minimal drones, scarce eggs, and five frames underdeveloped Result Score: 0.003599537303671241 \t|\t Answer: queen absent\n","\n","Sentence: newly emerged queen, workers adjusting, drones building, good egg numbers, and five honey frames capped\n","Question: is there a queen currently present in the hive?\n","Prediction: workers adjusting, drones building Result Score: 0.003621399402618408 \t|\t Answer: newly emerged queen\n","Question: are there any worker bees currently active in the hive?\n","Prediction: workers adjusting, drones building Result Score: 0.003463523229584098 \t|\t Answer: workers adjusting\n","Question: what is the status of workers in the hive?\n","Prediction: workers adjusting, drones building Result Score: 0.0037422606255859137 \t|\t Answer: workers adjusting\n","\n","Sentence: queen in decline, managing workers, few drones, dwindling eggs, with four frames only half full\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: dwindling Result Score: 0.0037572416476905346 \t|\t Answer: queen in decline\n","\n","Sentence: queen healthy, efficient workers, numerous drones, prolific eggs, and eleven frames fully stocked with honey\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: , efficient workers, numerous drones Result Score: 0.004311480093747377 \t|\t Answer: eleven frames fully stocked with honey\n","Question: what types of bee products have been collected recently?\n","Prediction: , efficient workers, numerous drones, prolific eggs Result Score: 0.004555974621325731 \t|\t Answer: eleven frames fully stocked with honey\n","\n","Sentence: queen absent, disorganized workers, scarce drones, few eggs laid, and eight honey frames poorly stocked\n","Question: what's the egg production like?\n","Prediction: disorganized workers, scarce drones Result Score: 0.0032511483877897263 \t|\t Answer: few eggs\n","\n","Sentence: queen productive, brood plentiful, forage high, nine honey frames ready\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: plentiful Result Score: 0.00651702331379056 \t|\t Answer: nine honey frames ready\n","\n","Sentence: queen vibrant, energetic workers, active drones, abundant eggs, and ten frames filled to capacity\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: , energetic workers, active drones Result Score: 0.0052451142109930515 \t|\t Answer: queen vibrant\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: vibrant, energetic workers, active drones Result Score: 0.005252687726169825 \t|\t Answer: ten frames filled to capacity\n","Question: what's the egg production like?\n","Prediction: vibrant, energetic workers, active drones Result Score: 0.004851307719945908 \t|\t Answer: abundant eggs\n","\n","Sentence: queen unspotted, brood fair, forage low, four honey frames stored\n","Question: describe the foraging behavior observed in the worker bees lately?\n","Prediction: unspotted, brood fair, forage Result Score: 0.005382597912102938 \t|\t Answer: forage low\n","\n","Sentence: queen visible, brood stable, good pollen harvest, seven honey frames capped\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: brood stable, good pollen Result Score: 0.006305984687060118 \t|\t Answer: honey frames capped\n","\n","Sentence: queen reigning, strong brood, high nectar and pollen, nine honey frames full\n","Question: what's the egg production like?\n","Prediction: brood, high nectar and pollen Result Score: 0.004469546489417553 \t|\t Answer: strong brood\n","\n","Sentence: queen laying efficiently, active workers, healthy drones, plentiful eggs, and nine honey frames well-stocked\n","Question: is there a queen currently present in the hive?\n","Prediction: plentiful Result Score: 0.0037825689651072025 \t|\t Answer: queen laying\n","\n","Sentence: queen missing, sluggish workers, few drones, scarce eggs, and four honey frames underfilled\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: sluggish workers, few drones, scarce eggs Result Score: 0.004119805060327053 \t|\t Answer: honey frames underfilled\n","Question: what is the status of drones in the hive?\n","Prediction: sluggish workers, few drones Result Score: 0.004599356558173895 \t|\t Answer: few drones\n","\n","Sentence: the queen is missing, worker morale seems low, reduced pollen intake, minimal egg laying, and only two honey frames showing progress\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: low, reduced pollen intake, minimal egg laying, and only Result Score: 0.0025750279892235994 \t|\t Answer: the queen is missing\n","\n","Sentence: queen visible, workers thriving, drones active, robust egg count, and ten frames brimming with honey\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: workers thriving, drones Result Score: 0.003254831302911043 \t|\t Answer: ten frames brimming with honey\n","Question: what is the status of the queen in the hive?\n","Prediction: workers thriving, drones Result Score: 0.0033627483062446117 \t|\t Answer: queen visible\n","Question: what types of bee products have been collected recently?\n","Prediction: robust egg count Result Score: 0.003052343614399433 \t|\t Answer: ten frames brimming with honey\n","\n","Sentence: queen robust, workers tireless, drone count high, eggs numerous, rich in propolis, with all ten honey frames stocked\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: tireless, drone count Result Score: 0.0027526847552508116 \t|\t Answer: with all ten honey frames stocked\n","\n","Sentence: queen present, workers efficiently foraging, drones active, eggs numerous, and nine honey frames fully utilized\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: efficiently foraging, drones Result Score: 0.003240093355998397 \t|\t Answer: queen present\n","Question: are there any worker bees currently active in the hive?\n","Prediction: efficiently foraging, drones Result Score: 0.0034739109687507153 \t|\t Answer: workers efficiently foraging\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: efficiently foraging, drones Result Score: 0.003406078787520528 \t|\t Answer: nine honey frames fully utilized\n","\n","Sentence: queen absent, worker bees unsettled, drone numbers low, poor egg output, and four honey frames incomplete\n","Question: what is the status of workers in the hive?\n","Prediction: bees unsettled, drone Result Score: 0.00355271203443408 \t|\t Answer: worker bees unsettled\n","\n","Sentence: queen healthy, workers thriving, ample drones, numerous eggs, and eight frames densely packed with honey\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: healthy, workers thriving, ample drones Result Score: 0.00349091156385839 \t|\t Answer: eight frames densely packed with honey\n","Question: what types of bee products have been collected recently?\n","Prediction: healthy, workers thriving, ample drones, numerous eggs Result Score: 0.003743518842384219 \t|\t Answer: eight frames densely packed with honey\n","\n","Sentence: queen productive, busy workers, ample drones, high egg count, and eight frames brimming with honey\n","Question: what is the status of workers in the hive?\n","Prediction: , busy workers, ample drones Result Score: 0.003403295995667577 \t|\t Answer: busy workers\n","\n","Sentence: queen old, steady workers, fair drone numbers, moderate eggs, and seven honey frames well-stocked\n","Question: what is the status of workers in the hive?\n","Prediction: , steady workers, fair drone Result Score: 0.0033381804823875427 \t|\t Answer: steady workers\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: -stocked Result Score: 0.003714216873049736 \t|\t Answer: seven honey frames well-stocked\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: , steady workers, fair drone numbers, moderate eggs Result Score: 0.003754772711545229 \t|\t Answer: honey frames\n","Question: what types of bee products have been collected recently?\n","Prediction: , steady workers, fair drone numbers, moderate eggs Result Score: 0.0036417527589946985 \t|\t Answer: honey frames\n","\n","Sentence: a queen in her prime, workers in a frenzy of productivity, ample stores of propolis and honey, and a brood pattern so perfect it could be featured in a beekeeping manual\n","Question: is there a queen currently present in the hive?\n","Prediction: propolis and honey Result Score: 0.00148681178689003 \t|\t Answer: a queen in her prime\n","\n","Sentence: queen absent, workers listless, few drones, minimal egg laying, and four honey frames underutilized\n","Question: what is the status of workers in the hive?\n","Prediction: listless, few drones, minimal egg laying, and four honey frames underutilized Result Score: 0.002991591114550829 \t|\t Answer: workers listless\n","\n","Sentence: queen reigning well, worker bees busy, drones numerous, eggs filling cells, and propolis rich on eight honey frames\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: reigning well, worker bees busy, drones Result Score: 0.002869982272386551 \t|\t Answer: propolis rich on eight honey frames\n","Question: can you estimate how many frames are ready for harvest?\n","Prediction: reigning Result Score: 0.0028289868496358395 \t|\t Answer: propolis rich on eight honey frames\n","\n","Sentence: queen recently emerged, workers energized, drones abundant, eggs aplenty, and honey thick across nine frames\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: energized, drones Result Score: 0.002828154480084777 \t|\t Answer: honey thick across nine frames\n","\n","Sentence: queen productive, workers industrious, drones sufficient, high egg production, and six frames capped\n","Question: what's the egg production like?\n","Prediction: industrious, drones sufficient, high egg Result Score: 0.0036990928929299116 \t|\t Answer: high egg production\n","\n","Sentence: queen healthy, brood good, forage average, four honey frames ready\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: brood good, forage Result Score: 0.006601616274565458 \t|\t Answer: honey frames ready\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: brood good, forage Result Score: 0.006352742202579975 \t|\t Answer: four honey frames ready\n","Question: describe the foraging behavior observed in the worker bees lately?\n","Prediction: brood good, forage Result Score: 0.006326089613139629 \t|\t Answer: forage average\n","\n","Sentence: queen healthy, workers buzzing efficiently, drones ample, high egg count, and ten honey frames well-stocked\n","Question: what is the egg count of the hive?\n","Prediction: -stocked Result Score: 0.002999367890879512 \t|\t Answer: high egg count\n","\n","Sentence: queen lethargic, workers maintaining, drone numbers low, egg presence moderate, with six frames half-filled with honey\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: lethargic, workers maintaining, drone numbers low, egg Result Score: 0.0030428641475737095 \t|\t Answer: frames half-filled with honey\n","Question: are there any worker bees currently active in the hive?\n","Prediction: lethargic, workers maintaining, drone Result Score: 0.003501420607790351 \t|\t Answer: workers maintaining\n","\n","Sentence: queen laying well, workers vibrant, drones active, eggs numerous, and nine honey frames topped\n","Question: what is the status of drones in the hive?\n","Prediction: laying well, workers vibrant, drones Result Score: 0.005099442321807146 \t|\t Answer: drones active\n","\n","Sentence: queen observed, workers efficient, drones active, high egg count, and eight honey frames fully utilized\n","Question: what is the current health status of the hive?\n","Prediction: efficient, drones Result Score: 0.0037203014362603426 \t|\t Answer: queen observed\n","\n","Sentence: queen in decline, brood okay, forage moderate, five honey frames completed\n","Question: what is the status of the queen in the hive?\n","Prediction: brood okay, forage Result Score: 0.006063398439437151 \t|\t Answer: queen in decline\n","\n","Sentence: queen’s presence confirmed, strong brood development, a significant amount of propolis, bees actively foraging for nectar, and all ten honey frames being filled\n","Question: what types of bee products have been collected recently?\n","Prediction: actively foraging Result Score: 0.0017744547221809626 \t|\t Answer: all ten honey frames being filled\n","\n","Sentence: queen visible and healthy, workers thriving, drones adequate, eggs abundant, and ten frames densely packed with honey\n","Question: what's the egg production like?\n","Prediction: and healthy, workers thriving, drones adequate, eggs Result Score: 0.0038830230478197336 \t|\t Answer: eggs abundant\n","\n","Sentence: queen missing, sluggish workers, scant drones, eggs sparse, and four honey frames underfilled\n","Question: can you list the bee products available from the latest harvest?\n","Prediction: sluggish workers, scant Result Score: 0.004092987161129713 \t|\t Answer: honey frames underfilled\n","\n","Sentence: queen healthy, efficient workers, numerous drones, prolific eggs, and eight frames fully stocked with honey\n","Question: what is the egg count of the hive?\n","Prediction: , efficient workers, numerous drones, prolific eggs Result Score: 0.004256365355104208 \t|\t Answer: prolific eggs\n","\n","Sentence: queen in decline, managing workers, few drones, dwindling eggs, with seven frames only half full\n","Question: are there any worker bees currently active in the hive?\n","Prediction: dwindling Result Score: 0.004026398062705994 \t|\t Answer: managing workers\n","\n","Sentence: queen missing, workers lethargic, drones declining, low egg count, and five honey frames barely utilized\n","Question: describe the queen's activity or presence noted in the recent observations?\n","Prediction: lethargic, drones Result Score: 0.003647473407909274 \t|\t Answer: queen missing\n","\n","Sentence: queen's health declining, workers sluggish, drones sparse, egg laying slow, three frames with scant honey\n","Question: what's the egg production like?\n","Prediction: sluggish, drones sparse, egg laying slow, three frames with scant Result Score: 0.0031030592508614063 \t|\t Answer: egg laying slow\n","\n","Sentence: strong queen, brood vibrant, high nectar intake, full ten honey frames\n","Question: describe the foraging behavior observed in the worker bees lately?\n","Prediction: brood vibrant, high nectar intake Result Score: 0.0054087406024336815 \t|\t Answer: high nectar intake\n","\n","Sentence: queen not found, minimal worker activity, down drone count, slow egg production, and six frames needing attention\n","Question: what is the egg count of the hive?\n","Prediction: minimal worker activity, down Result Score: 0.0033454583026468754 \t|\t Answer: low egg production\n","\n","Sentence: no queen seen, worker bees disoriented, drones dwindling, eggs few, with only three frames somewhat full\n","Question: what is the current health status of the hive?\n","Prediction: dwindling Result Score: 0.002864499343559146 \t|\t Answer: no queen seen\n","\n","Sentence: active queen, strong brood, good nectar flow, eight honey frames filled\n","Question: is there a queen currently present in the hive?\n","Prediction: brood, good nectar Result Score: 0.004735137335956097 \t|\t Answer: active queen\n","\n","Sentence: queen old, workers stable, drones sufficient, moderate egg laying, and six frames filled with honey\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: moderate egg laying, and six frames filled Result Score: 0.003912339452654123 \t|\t Answer: six frames filled with honey\n","\n","Sentence: queen missing, sluggish workers, scant drones, sparse eggs, and five honey frames only half filled\n","Question: how many honey frames are currently filled in the hive?\n","Prediction: sluggish workers, scant Result Score: 0.0038335437420755625 \t|\t Answer: five honey frames only half filled\n","\n","Sentence: queen aging, workers maintaining, drones sparse, egg laying reduced, and five honey frames partially filled\n","Question: what is the egg count of the hive?\n","Prediction: laying reduced Result Score: 0.00400636438280344 \t|\t Answer: egg laying reduced\n","\n","----------------\n","Score: 2.0646818776149303\n","Accuracy: 3.71%\n","Correct Answers: 3.71%\n","Wrong Answers: 0.00%\n","Redundant Answers: 96.29%\n","----------------\n","\n"]}]}],"metadata":{"accelerator":"GPU","colab":{"gpuType":"T4","provenance":[]},"kernelspec":{"display_name":"Python 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