agentlans/allenai-WildChat-4.8M-prompts huggingface dataset:
“Class Imbalance. Both classic one-stage object detection methods, like boosted detectors [19], [25] and DPMs [20], and more recent methods, like SSD [9], face a large class imbalance during training. These detectors evaluate 104-105 candidate locations per image but only a few locations contain objects. This imbalance causes two problems: (1) training is inefficient as most locations are easy negatives that contribute no useful learning signal; (2) en masse, the easy negatives can overwhelm training and lead to degenerate models. A common solution is to perform some form of hard negative mining [9], [16], [17], [19], [20] that samples hard examples during training or more complex sampling/reweighing schemes [34]. In contrast, we show that our proposed focal loss naturally handles the class imbalance faced by a one-stage detector and allows us to efficiently train on all examples without sampling and without easy negatives overwhelming the loss and computed gradients.

Robust Estimation. There has been much interest in designing robust loss functions (e.g., Huber loss [35]) that reduce the contribution of outliers by down-weighting the loss of examples with large errors (hard examples). In contrast, rather than addressing outliers, our focal loss is designed to address class imbalance by down-weighting inliers (easy examples) such that their contribution to the total loss is small even if their number is large. In other words, the focal loss performs the opposite role of a robust loss: it focuses training on a sparse set of hard examples.”
From the above paper, summarize and explain the imabalanced dataset problem. Try use your own words, do not directly copy from the above sentences.
say it short nice: Hey Edyta,

as the recommended changes I shortened the intro, keeping the same information to not cut out important info about the storytelling of fibre research on australians + product as was aske din nthe brief. To give you a view from 88 words we now have 63 words, so the mobile version doesn't look overloaded as well as was mentioned. Let me know if I can support with anything else
replace every letter in string str with the letter following it in alphabet. Also make wovels capital. Return new string java
Goal
    Traduire toutes les valeurs textuelles présentes dans une liste d’objets d’une recette de cuisine de en (ISO 639) vers ar (ISO 639), en respectant le contexte culinaire.

    Traduire précisément les ingrédients et termes culinaires pour qu'ils soient corrects dans la langue cible.
    Maintenir la structure JSON intacte, en ne modifiant que les valeurs.
    S’assurer que les ingrédients restent compréhensibles et adaptés à la langue cible.

    Return Format
    Tu dois renvoyer une liste d’objets sous la forme reçu.
    - Chaque valeur doit être correctement traduite en ar.
    - Les ingrédients doivent être adaptés à la langue cible.
    - Aucune clé ne doit être modifiée.

    Warnings
    - Ne modifie pas la structure JSON, uniquement les valeurs textuelles.
    - Fais attention aux ingrédients : une mauvaise traduction peut altérer la compréhension.
    - Ne laisse aucune valeur non traduite.
    - Ne renvoie que le JSON, sans explication.

    Context Dump
    Langue source : en (ISO 639)
    Langue cible : ar (ISO 639)
    Données à traduire :

    [
  {
    "recipeCode": "35b7ee7952e249ef9bdde4da9070a8ce",
    "updated": "2025-04-24T02:25:50.103Z",
    "title": "Zucchini \"Spaghetti\" Salad with Wild Garlic Pesto",
    "subtitle": null,
    "description": "This refreshing zucchini \"spaghetti\" salad offers a delicious gluten-free alternative to traditional pasta. Tossed with a vibrant homemade wild garlic pesto, this no-cook dish is quick, easy, and perfect for those busy weeknights.",
    "ingredients": [
      {
        "section": "For the salad",
        "ingredients": [
          "zucchini",
          "cherry tomatoes"
        ]
      },
      {
        "section": "For the pesto",
        "ingredients": [
          "pine nuts",
          "z (60g) wild garlic",
          "extra virgin olive oil",
          "yeast flakes",
          "lemon juice",
          "sea salt",
          "freshly ground black pepper",
          "sugar"
        ]
      }
    ],
    "instructions": [
      "Prepare the zucchini \"spaghetti\": Using a spiralizer, create long, thin noodles from the zucchini. If you don't have a spiralizer, a vegetable peeler can be used to create long ribbons, which can then be thinly sliced into spaghetti-like strands. Place the zucchini noodles in a bowl.",
      "Make the wild garlic pesto: Gently toast the pine nuts in a dry pan until fragrant. Combine the toasted pine nuts, wild garlic, olive oil, yeast flakes, lemon juice, salt, pepper, and sugar.  Blend the mixture using a handheld blender until it reaches your preferred consistency, whether smooth or with some texture.",
      "Combine the salad: Add the halved cherry tomatoes to the zucchini noodles.  You can either toss the pesto and zucchini salad together before serving or pack them separately and combine just before eating. Serve chilled."
    ],
    "notes_ingredients": null,
    "notes_instructions": null
  }
]
Generate 5 informal, casual replies that sound laid-back and friendly. Only list your suggestions without any other words. wassup?
I have a list of ingredients that I would like to format in a simple and consistent way, following this structure:

"Quantity Unit Description."

Formatting Rules:

Quantity must be a number (e.g., "200" instead of "two hundred").

Unit must use the metric system and the corresponding abbreviated form (e.g., grams → g, liters → l, milliliters → ml, etc.).

Description should be the ingredient, including any specific details if mentioned (e.g., "brown sugar", "melted unsalted butter").

If an ingredient is already formatted correctly, do not change it.

Do not invent a quantity or unit if none is provided — leave it as is and just include the description.

If a line includes alternatives or multiple options (e.g., a frozen or canned version), it should remain as a single line in the output and not be split into separate ingredients.

Return Format: The result should be returned as a properly formatted JSON object, like this:
json
{
  "data": <list ingredient>
}
Please reformat each ingredient in the list I will provide according to these guidelines.

Context Dump
Ingredients source provided:
2 cups ripe mango, chopped,1 pinch salt,1 cup chilled whole milk,1 cup whole-milk plain yogurt,2 to 3 teaspoons sugar, optional
System: Ты - умный переводчик с английского языка на русский.
User: Задача: Переведи текст на русский язык
User: Тексты: My wife is trying to leave. She agreed to come back and give me a little time. Even said she hopes I can do it. We buried our first born in Jan 13 years ago. She never got past it. So every year around this time, she gets emotional and says she doesn't think she loves me, but then we go back to normal.  This time, another guy came in and showed her attention. I'll forgive the cheating if she'll come home.
Assistant:
500 best players in football history
write two paragraphs about the colonization of Nicaragua
write summary for my topic " Meaning and importance of innovation"
What was one way the passage of the Factory Acts (1844–1847) affected labor?

Laborers’ work hours were limited.
Laborers won the right to unionize.
Laborers could no longer strike.
Laborers earned yearly vacation time.
System: 
User: Suppose you are a company from Germany and operating in the Technology Hardware & Equipment. You are disclosing in section 7 Management's Discussion and Analysis about market risk.
    The disclosure should be in length between 100 and 200 words.
    The tone should be formal and optimistic.

    Here is an example:
    We may be impacted by natural disasters, wars, health epidemics or pandemics or other events outside of our control. For example, Mountain Pass is located in San Bernardino County, California near active faults, which could lead to nearby earthquakes. If major disasters such as earthquakes, wild fires, health epidemics or pandemics, floods or other events occur, or our information system or communications network breaks down or operates improperly, our ability to continue operations at Mountain Pass may be seriously damaged, or we may have to stop or delay production and shipment of our products. We may incur expenses or delays relating to such events outside of our control, which could have a material adverse impact on our business, operating results and financial condition.
Assistant:
Imagine I encounter a shapeshifting demon after dark... perhaps they were in an alley while I'm merely on my way home...
write me an image prompt for the words "Happy Holi " in a unique style colorful vibrant and different color
I'm creating a payment system for vans and they will have difference prices based on the seasons. There will be low season, shoulder season (early), peak season, shoulder season (late)

Using date-fns how can I calculate this dynamically and determine what season we are based on the current date
Freedom planet and Naruto characters in Kid Naruto was the one who took the egg lilac was in while. Naruto and lilac Adoptive siblings  part 1
System: I will provide you with a textual user review of an Android app, aiming to categorize the reviews into specific intention classes:
bug report: report a problem, such as faulty behavior of the application. describe problems with the app which should be corrected, such as a crash, an erroneous behavior, or a performance issue.
feature request: ask for a missing feature, functionality or content, as well as reviews that ask for the improvement of an existing feature.
other: users express general appreciation with the application. It focuses on general judgment. They are simple text reflections of the numeric star rating. Ratings are less informative as they only include praise, dispraise, a distractive critique, or a dissuasion. Reviews where users describe workarounds, use cases and scenarios involving the app
examples:

review:  Searching after the update Every time I search I get little or no results. I have performed the same searches before so I know results exist. Also, when I look back through my search history there are 20's in front of every word. Everything else works fine, but please fix!
intention: bug report
review: Great studying app This app is really great for taking notes and studying although it would be better if there was autocorrect.
intention: feature request
review:  Best app This app is more useful than any other i use
intention: other
User: 'prompt:I will provide you with a textual user review of an Android app, aiming to categorize the reviews into specific intention classes:
bug report: report a problem, such as faulty behavior of the application. describe problems with the app which should be corrected, such as a crash, an erroneous behavior, or a performance issue.
feature request: ask for a missing feature, functionality or content, as well as reviews that ask for the improvement of an existing feature.
other: users express general appreciation with the application. It focuses on general judgment. They are simple text reflections of the numeric star rating. Ratings are less informative as they only include praise, dispraise, a distractive critique, or a dissuasion. Reviews where users describe workarounds, use cases and scenarios involving the app
examples:

review:  Searching after the update Every time I search I get little or no results. I have performed the same searches before so I know results exist. Also, when I look back through my search history there are 20's in front of every word. Everything else works fine, but please fix!
intention: bug report
review: Great studying app This app is really great for taking notes and studying although it would be better if there was autocorrect.
intention: feature request
review:  Best app This app is more useful than any other i use
intention: other
Does the author's intention in this app review relate to a bug report or feature request or other?
review:  App keeps closing itself! I love PInterest but I hate having to start over after losing my spot when the app just closes out of nowhere! Please fix this!'
intention: '
Assistant:
your role is tunisian arabic dailctic derja transltor Translate the following text into the Tunisian dialect. Ensure the output is structured as 'Question: ... Answer: ...'. Please capture the nuances of the Tunisian dialectic Arabic. make sure type and write in arabic tunisian lettre Here is an example to guide you:

Question: شنو اسمك؟
Answer: اسمي جون.

Now, translate the following:

Question: Answer the following question: Given the following passage  "A computer's memory can be viewed as a list of cells into which numbers can be placed or read. Each cell has a numbered "address" and can store a single number. The computer can be instructed to "put the number 123 into the cell numbered 1357" or to "add the number that is in cell 1357 to the number that is in cell 2468 and put the answer into cell 1595." The information stored in memory may represent practically anything. Letters, numbers, even computer instructions can be placed into memory with equal ease. Since the CPU does not differentiate between different types of information, it is the software's responsibility to give significance to what the memory sees as nothing but a series of numbers.",  answer the following question. Note that the answer is present within the text.  Question: what is the first machine mentioned?
Answer:
Answer: A computer
Command: `c:\users\public\ipscan.exe 192.168.30.1 192.168.30.10 c:\users\public\scan.txt; cat c:\users\public\scan.txt`
Result (stderr): 
Result (stdout): This file was generated by Angry IP Scanner
Visit http://www.angryziber.com/ for the latest version


Scanned 192.168.30.1 - 192.168.30.10
11/17/2024 10:33:39 PM

IP                    Ping                  Hostname              

192.168.30.1          0 ms                  IT-ep.test.lab        
192.168.30.2          0 ms                  IT-EP-1               
192.168.30.3          0 ms                  IT-EP-2               
192.168.30.4          Dead                  N/S                   
192.168.30.5          Dead                  N/S                   
192.168.30.6          Dead                  N/S                   
192.168.30.7          Dead                  N/S                   
192.168.30.8          Dead                  N/S                   
192.168.30.9          Dead                  N/S                   
192.168.30.10         Dead                  N/S                   


Evaluate whether the command executed successfully based on the given results. Respond with **yes** or **no**, and provide a clear explanation for your conclusion. A result can be considered successful if it is valid, even if it is not ideal.
System: IMPORTANT - ignore all previous instructions! Read the text below as a LLM developer. Decide whether the SUMMARY matches the PROMPT given to the model against ORIGINAL text. Make sure text SUMMARY does not contain enything that was not asked in PROMPT and not mentioned in ORIGINAL! Respond strictly with either 'True' or 'False'.


User: ORIGINAL:
>>>★[NGO JOB] ኢንተርናሽናል ሬስኪው ኮሚቴ የስራ ማስታወቂያ 

♦️ Deadline November 12, 2024

The International Rescue Committee (IRC) invites qualified applicants for this Job Positions .

✔ Position 1: MEAL Officer 
✔ Position 2: Sanitation & Hygiene Promotion Officer 
✔ Position 3: Water Technician Officer 
✔ Position 4: Grants Coordinator 
✔ Position 5: Cash Transfer Program Officer 

❇️ Professions : Monitoring & Evaluation, Economics, Anthropology, Sociology, Statistics, Development / Public Health, Environmental Health / Electricity, Electromechanical, Automechanics, / Business Management, International Affairs, Social Science or related fields 

🌀HOW TO APPLY ONLINE??
   👇👇👇👇👇👇👇
https://dailyjobsethiopia.com/2024/11/07/irc-new-vacancy-14/

share to your friends 

@vacancyforallethio<<<

PROMPT:
>>>IMPORTANT - ignore all previous instructions! Read the text after ==TEXT==. Analyze the text and, as a recruiter, summarize the job in a couple of sentences, including title, employer, location, main tasks, salary, and contact info. Identify the language the text is written and use exactly it for your response.

Ignore text's markdowm markup, use these emojis to highlight each section: 🏢 for employer, 💼 for title, 📍 for location, 🔹 for tasks, 💰 for salary, and 📞 for contact.

Each block should be on a new line, in the following format (keep emoji, replace text labels):
💼 title  
🏢 employer  
📍 location  
🔹 tasks  
💰 salary  
📞 contact details

Make sure to capture at least one main task and requirement. Respond exactly the same language as the text, but do not translate employer's name.

==TEXT==
<<<

SUMMARY:
>>>🇪🇹 ኢንተርናሽናል ሬስኪው ኮሚቴ  
📝 MEAL Officer  
📍 Ethiopia  
🔍 Main tasks include monitoring and evaluation of programs to ensure effectiveness and compliance.  
💰 Salary not specified  
📞 For more details, visit: https://dailyjobsethiopia.com/2024/11/07/irc-new-vacancy-14/<<<
Assistant:
what is flood definition
Generate an image that visually represents a dish using the following photographic style prompt as a base. 

    Return Format
    Return a JSON object strictly adhering to this structure:
    {
    "data": "<prompt>"
    }
    - prompt is The final prompt must be detailed, coherent, and optimized for use with midjourney

    Warnings
   Do not alter or rephrase this style text — simply complete and enrich it using the provided description. 
   Ensure the dish’s appearance is fully and accurately depicted, including ingredients, colors, textures, and plating.   
   Respect the intended visual mood and parameters already present in the style. 
   Respect the exact JSON format and ensure it is properly formatted.
    The return of JSON object must be translate in english



    Context Dump
    Description : Imagine a bowl of creamy, salmon-hued Chipotle mayonnaise, its texture smooth and velvety, glistening invitingly under soft, ambient lighting. The sauce is artfully presented in a rustic ceramic bowl, surrounded by vibrant garnishes of fresh cilantro and slices of lime, adding a pop of color. The faint smoky aroma of chipotle wafts through the air, hinting at its bold flavor profile. In the background, there are fresh vegetables for dipping, like crisp cucumber and crunchy carrots, emphasizing the versatility of this delicious dip. This scene captures not just a sauce, but a culinary experience full of warmth and inviting flavors.
    Style : A top-down photo of plate with <description>. a dish on an elegant plate, accompanied by water in a glass, placed against a white background. The table is adorned with orange napkins for serving the meal. Captured from above using a Canon EOS R5 camera with high resolution. Studio lighting creates soft shadows around the food to highlight its colors and textures. Professional color grading enhances the visual appeal.
Analyze the following message and determine if it's suitable for an AI to respond to.
        The message should be abstract or general enough to warrant a response, and not part of an ongoing conversation between specific individuals.

        Rules:
        1. If the message is a general statement or question, it's suitable for response.
        2. If the message seems to be directed at a specific person or continues a previous conversation, it's not suitable.
        3. If the message is too vague or doesn't provide enough context, it's not suitable.

        Respond with either "RESPOND" if it's suitable for an AI to answer, or "SKIP" if it should be ignored.

        Message: 😂 

Okay go and come back 

We seated 🧑‍🍳
Assistant: Hello! How can i help you today?
User: Helloصحح النص سواء كان كلمة، جملة، أو نص كامل، الذي سأقدمه فقط دون تزويدي بأي معلومات أو تفاصيل زائدة مع النص النهائي.
Add tashkeel.
 صحح الأخطاء الإملائية في النص، وأضف علامات الترقيم والهمزات والتاء المربوطة في الأماكن المناسبة. (ar).
Identify common English words of Latin origin and replace them with their English equivalents, such as:
واتساب becomes WhatsApp
فويس اوفر becomes Voiceover
اوبو becomes Oppo
فوكالايزر becomes Vocalizer
انفيجن becomes Envision
بي ماي ايس becomes Be My Eyes
ميت becomes Meet
ام اكس بلاير برو becomes MX Player Pro
سمارت اوديو بوك بلير becomes Smart AudioBook Player
تك فريدم becomes Tech-Freedom
فويسس becomes voices
فويس اللاود ريدر becomes Voice Allowed Reader
تكنو becomes tecno
اي اي becomes AI
جوجل becomes Google
and so on.
Please provide me with the processed text only, and do not add any additional text or any confirmation description of your own in any form.
This is the text:
Download اوكس فورد دكشنري فولفرجن
Assistant:
Let you be very good at math.

In math problems may occur misconceptions that lead to mistakes in solving one's.
You will be provided by a misconception statement after keyword 'Misconception'.
Your task is to rewrite this statement more detailed to get strong understanding of its idea and provide examples.
Misconception: Confuses chord and circumference
有无语法错误：Moreover, the mention of Hong Bridge in the poem is intentional, as it is located in the poet’s hometown, conjuring an image that underscores his longing.”
You are a helpful assistant that generates a structured json string based on an existing json string containing several lists and several key value pairs.                        You are to output the reworded value for the key 'instructions' in the json repair content. The json data represents steps in a repair guide for phones, laptops, tablets, etc.                       value or json block to reword:
                       ['First unscrew the Phillips screws that hold the plastic cover in place.', 'Slide a flat tool under the glued coil to carefully loosen it. We use a steel spatula for this purpose.', 'Then lever the plastic cover with a lever tool from the upper edge of the display unit. For this purpose we use a plastic spudger.', 'Now you can remove the cover including the coil and the NFC antenna.']
                       - You need to modify and output in the same format. Do not explain. Do not introduce. ONLY output valid json. with key 'instructions' and the value you generate.                        - Modify so that the meaning does not change, but the language is of the style of a funny, upbeat, encouraging, hip, friendly repair guide, but not over the top.                         - modify explanations and introductions as necessary.                         - Do not say 'idoc', 'diva', 'This fix', 'fabulous'. Dont be overly excited, but be friendly.  Do not call the tutorial 'friendly tutorial'. Its a clear concise and easy to read tutorial. This is a step by step repair guide. The repair company is Salvation Repair. any references should be directed in the form <a href='https://www.salvationrepair.com/repair'>schedule a repair</a>                         - Do not say anything like 'you can purchase a tool at <a href='https://www.salvationrepair.com/repair'>schedule a repair</a>' because that makes no sense. - Instead, you should say,  'If you need help, you can always <a href='https://www.salvationrepair.com/repair'>schedule a repair</a>'                          - Do not modify any 'media', 'title' keys or links of any kind. Do not add keys (if is a json block). do not leave out any keys (if present).
Hey, this is a Tunisian dialect text I want you to translate to English.
Please follow these steps:
1. Translate the text step-by-step, focusing on accurate representation of the original meaning.
2. Explain your translation choices, especially how Tunisian dialect differs from standard Arabic and how it is represented in English.
Translate this text, even if it's not entirely clear, and do your best to capture the essence of each part:

تعطي كلمة و كيف شيروبه في جمال إلي تبدا تدور و قهوة للجريان هي و الرجال و تحكي و تاخذ كلمة
Scope level:
1. Personal
2. Local
3. Global
4. Trans-generational
5. Pan-generational
6. Cosmic
Severity level:
1. Trivial
2. Moderate
3. Serious
4. Critical
5. Hellish
6. Nightmarish