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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    DatasetGenerationError
Message:      An error occurred while generating the dataset
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2261, in cast_table_to_schema
                  arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()]
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2261, in <listcomp>
                  arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()]
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1802, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1802, in <listcomp>
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2122, in cast_array_to_feature
                  raise TypeError(f"Couldn't cast array of type\n{_short_str(array.type)}\nto\n{_short_str(feature)}")
              TypeError: Couldn't cast array of type
              struct<model_type: string, model_dtype: string, model_name: string, model_sha: string>
              to
              {'model_type': Value(dtype='string', id=None), 'model_dtype': Value(dtype='string', id=None), 'model_name': Value(dtype='string', id=None), 'model_sha': Value(dtype='string', id=None), 'lighteval_sha': Value(dtype='string', id=None), 'num_fewshot_seeds': Value(dtype='int64', id=None), 'override_batch_size': Value(dtype='int64', id=None), 'max_samples': Value(dtype='null', id=None), 'job_id': Value(dtype='string', id=None), 'start_time': Value(dtype='float64', id=None), 'end_time': Value(dtype='float64', id=None), 'total_evaluation_time_secondes': Value(dtype='string', id=None), 'model_size': Value(dtype='string', id=None), 'config': Value(dtype='null', id=None)}
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1324, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 938, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2038, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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config
dict
results
dict
{ "model_type": "pretrained", "model_dtype": "torch.float16", "model_name": "baichuan-inc/Baichuan-7B", "model_sha": "main", "lighteval_sha": "?", "num_fewshot_seeds": 1, "override_batch_size": 1, "max_samples": null, "job_id": "", "start_time": 543.76471743, "end_time": 6759.83728997, "total_evaluation_time_secondes": "6216.07257254", "model_size": "7.98 GB", "config": null }
{ "FPB": { "F1": 0.36, "Acc": 0.32 }, "FiQA-SA": { "F1": 0.17 }, "TSA": { "RMSE": 1.07 }, "Headlines": { "AvgF1": 0.6 }, "FOMC": { "F1": 0.16, "Acc": 0.25 }, "FinArg-ACC": { "MicroF1": 0.34 }, "FinArg-ARC": { "MicroF1": 0.17 }, "MultiFin": { "MicroF1": 0.06 }, "MA": { "MicroF1": 0.02 }, "MLESG": { "MicroF1": 0 }, "NER": { "EntityF1": 0 }, "FINER-ORD": { "EntityF1": 0 }, "FinRED": { "F1": 0 }, "SC": { "F1": 0.57 }, "CD": { "F1": 0 }, "FinQA": { "EmAcc": 0 }, "TATQA": { "EmAcc": 0 }, "ConvFinQA": { "EmAcc": 0 }, "FNXL": { "EntityF1": 0 }, "FSRL": { "EntityF1": 0 }, "EDTSUM": { "Rouge-1": 0.02, "BertScore": 0.47, "BartScore": -6.18 }, "ECTSUM": { "Rouge-1": 0, "BertScore": 0, "BartScore": -5.18 }, "BigData22": { "Acc": 0.53, "MCC": -0.01 }, "ACL18": { "Acc": 0.5, "MCC": -0.01 }, "CIKM18": { "Acc": 0.48, "MCC": 0.02 }, "German": { "F1": 0.52, "MCC": 0 }, "Australian": { "F1": 0.26, "MCC": 0 }, "LendingClub": { "F1": 0.59, "MCC": 0.02 }, "ccf": { "F1": 0.01, "MCC": 0 }, "ccfraud": { "F1": 0.05, "MCC": -0.04 }, "polish": { "F1": 0.92, "MCC": -0.01 }, "taiwan": { "F1": 0.95, "MCC": 0 }, "portoseguro": { "F1": 0, "MCC": 0 }, "travelinsurance": { "F1": 0, "MCC": 0 } }
{ "model_type": "instruction-tuned", "model_dtype": "torch.float16", "model_name": "TongjiFinLab/CFGPT1-sft-7B-Full", "model_sha": "main" }
{ "FPB": { "F1": 0.35, "Acc": 0.26 }, "FiQA-SA": { "F1": 0.42 }, "TSA": { "RMSE": 1.05 }, "Headlines": { "AvgF1": 0.61 }, "FOMC": { "F1": 0.16, "Acc": 0.21 }, "FinArg-ACC": { "MicroF1": 0.05 }, "FinArg-ARC": { "MicroF1": 0.05 }, "MultiFin": { "MicroF1": 0.05 }, "MA": { "MicroF1": 0.25 }, "MLESG": { "MicroF1": 0.01 }, "NER": { "EntityF1": 0 }, "FINER-ORD": { "EntityF1": 0 }, "FinRED": { "F1": 0 }, "SC": { "F1": 0.15 }, "CD": { "F1": 0 }, "FinQA": { "EmAcc": 0 }, "TATQA": { "EmAcc": 0 }, "ConvFinQA": { "EmAcc": 0.01 }, "FNXL": { "EntityF1": 0 }, "FSRL": { "EntityF1": 0 }, "EDTSUM": { "Rouge-1": 0.01, "BertScore": 0.51, "BartScore": -7.08 }, "ECTSUM": { "Rouge-1": 0, "BertScore": 0, "BartScore": -5.18 }, "BigData22": { "Acc": 0.45, "MCC": 0.03 }, "ACL18": { "Acc": 0.48, "MCC": -0.03 }, "CIKM18": { "Acc": 0.41, "MCC": -0.07 }, "German": { "F1": 0.53, "MCC": 0 }, "Australian": { "F1": 0.29, "MCC": -0.1 }, "LendingClub": { "F1": 0.05, "MCC": 0.01 }, "ccf": { "F1": 0, "MCC": 0 }, "ccfraud": { "F1": 0.03, "MCC": 0.01 }, "polish": { "F1": 0.4, "MCC": -0.02 }, "taiwan": { "F1": 0.7, "MCC": 0 }, "portoseguro": { "F1": 0, "MCC": 0 }, "travelinsurance": { "F1": 0.03, "MCC": 0.01 } }
{ "model_type": "pretrained", "model_dtype": "torch.float16", "model_name": "codellama/CodeLlama-7b-hf", "model_sha": "main" }
{ "FPB": { "F1": 0.34, "Acc": 0.39 }, "FiQA-SA": { "F1": 0.66 }, "TSA": { "RMSE": 0.43 }, "Headlines": { "AvgF1": 0.6 }, "FOMC": { "F1": 0.14, "Acc": 0.27 }, "FinArg-ACC": { "MicroF1": 0.28 }, "FinArg-ARC": { "MicroF1": 0.25 }, "MultiFin": { "MicroF1": 0.21 }, "MA": { "MicroF1": 0.54 }, "MLESG": { "MicroF1": 0.1 }, "NER": { "EntityF1": 0.07 }, "FINER-ORD": { "EntityF1": 0 }, "FinRED": { "F1": 0 }, "SC": { "F1": 0.85 }, "CD": { "F1": 0 }, "FinQA": { "EmAcc": 0 }, "TATQA": { "EmAcc": 0 }, "ConvFinQA": { "EmAcc": 0 }, "FNXL": { "EntityF1": 0 }, "FSRL": { "EntityF1": 0 }, "EDTSUM": { "Rouge-1": 0.1, "BertScore": 0.67, "BartScore": -3.62 }, "ECTSUM": { "Rouge-1": 0, "BertScore": 0, "BartScore": -5.18 }, "BigData22": { "Acc": 0.52, "MCC": -0.01 }, "ACL18": { "Acc": 0.51, "MCC": 0 }, "CIKM18": { "Acc": 0.51, "MCC": 0.02 }, "German": { "F1": 0.66, "MCC": 0 }, "Australian": { "F1": 0.43, "MCC": 0 }, "LendingClub": { "F1": 0.81, "MCC": 0 }, "ccf": { "F1": 0, "MCC": 0 }, "ccfraud": { "F1": 0.06, "MCC": 0 }, "polish": { "F1": 0.47, "MCC": 0.04 }, "taiwan": { "F1": 0.36, "MCC": -0.03 }, "portoseguro": { "F1": 0.88, "MCC": -0.01 }, "travelinsurance": { "F1": 0.02, "MCC": 0 } }
{ "model_type": "fine-tuned", "model_dtype": "torch.float16", "model_name": "Go4miii/DISC-FinLLM", "model_sha": "main" }
{ "FPB": { "F1": 0.29, "Acc": 0.26 }, "FiQA-SA": { "F1": 0.32 }, "TSA": { "RMSE": 0.32 }, "Headlines": { "AvgF1": 0.6 }, "FOMC": { "F1": 0.19, "Acc": 0.28 }, "FinArg-ACC": { "MicroF1": 0.29 }, "FinArg-ARC": { "MicroF1": 0.29 }, "MultiFin": { "MicroF1": 0.29 }, "MA": { "MicroF1": 0.29 }, "MLESG": { "MicroF1": 0.29 }, "NER": { "EntityF1": 0.12 }, "FINER-ORD": { "EntityF1": 0 }, "FinRED": { "F1": 0 }, "SC": { "F1": 0 }, "CD": { "F1": 0 }, "FinQA": { "EmAcc": 0 }, "TATQA": { "EmAcc": 0 }, "ConvFinQA": { "EmAcc": 0 }, "FNXL": { "EntityF1": 0 }, "FSRL": { "EntityF1": 0 }, "EDTSUM": { "Rouge-1": 0.22, "BertScore": 0.61, "BartScore": -4.13 }, "ECTSUM": { "Rouge-1": 0, "BertScore": 0, "BartScore": -5.18 }, "BigData22": { "Acc": 0.44, "MCC": -0.05 }, "ACL18": { "Acc": 0.5, "MCC": 0.02 }, "CIKM18": { "Acc": 0.44, "MCC": -0.03 }, "German": { "F1": 0.52, "MCC": 0 }, "Australian": { "F1": 0.26, "MCC": 0 }, "LendingClub": { "F1": 0.72, "MCC": 0 }, "ccf": { "F1": 0.66, "MCC": -0.04 }, "ccfraud": { "F1": 0.46, "MCC": 0.02 }, "polish": { "F1": 0.92, "MCC": 0 }, "taiwan": { "F1": 0.95, "MCC": 0 }, "portoseguro": { "F1": 0.63, "MCC": -0.02 }, "travelinsurance": { "F1": 0, "MCC": 0 } }
{ "model_type": "fine-tuned", "model_dtype": "torch.float16", "model_name": "tiiuae/falcon-7b-instruct", "model_sha": "main" }
{ "FPB": { "F1": 0.07, "Acc": 0.05 }, "FiQA-SA": { "F1": 0.77 }, "TSA": { "RMSE": 0.5 }, "Headlines": { "AvgF1": 0.45 }, "FOMC": { "F1": 0.3, "Acc": 0.3 }, "FinArg-ACC": { "MicroF1": 0.23 }, "FinArg-ARC": { "MicroF1": 0.32 }, "MultiFin": { "MicroF1": 0.09 }, "MA": { "MicroF1": 0.39 }, "MLESG": { "MicroF1": 0.06 }, "NER": { "EntityF1": 0 }, "FINER-ORD": { "EntityF1": 0 }, "FinRED": { "F1": 0 }, "SC": { "F1": 0.67 }, "CD": { "F1": 0 }, "FinQA": { "EmAcc": 0 }, "TATQA": { "EmAcc": 0.09 }, "ConvFinQA": { "EmAcc": 0 }, "FNXL": { "EntityF1": 0 }, "FSRL": { "EntityF1": 0 }, "EDTSUM": { "Rouge-1": 0.15, "BertScore": 0.57, "BartScore": -6.1 }, "ECTSUM": { "Rouge-1": 0, "BertScore": 0, "BartScore": -5.18 }, "BigData22": { "Acc": 0.55, "MCC": 0 }, "ACL18": { "Acc": 0.51, "MCC": 0 }, "CIKM18": { "Acc": 0.47, "MCC": -0.06 }, "German": { "F1": 0.23, "MCC": -0.07 }, "Australian": { "F1": 0.26, "MCC": 0 }, "LendingClub": { "F1": 0.02, "MCC": -0.01 }, "ccf": { "F1": 0.1, "MCC": 0 }, "ccfraud": { "F1": 0.62, "MCC": -0.02 }, "polish": { "F1": 0.76, "MCC": 0.05 }, "taiwan": { "F1": 0, "MCC": 0 }, "portoseguro": { "F1": 0.95, "MCC": 0 }, "travelinsurance": { "F1": 0.77, "MCC": -0.03 } }
{ "model_type": "pretrained", "model_dtype": "torch.float16", "model_name": "internlm/internlm-7b", "model_sha": "main" }
{ "FPB": { "F1": 0.69, "Acc": 0.69 }, "FiQA-SA": { "F1": 0.81 }, "TSA": { "RMSE": 0.29 }, "Headlines": { "AvgF1": 0.6 }, "FOMC": { "F1": 0.36, "Acc": 0.35 }, "FinArg-ACC": { "MicroF1": 0.39 }, "FinArg-ARC": { "MicroF1": 0.33 }, "MultiFin": { "MicroF1": 0.34 }, "MA": { "MicroF1": 0.78 }, "MLESG": { "MicroF1": 0.14 }, "NER": { "EntityF1": 0 }, "FINER-ORD": { "EntityF1": 0 }, "FinRED": { "F1": 0 }, "SC": { "F1": 0.88 }, "CD": { "F1": 0 }, "FinQA": { "EmAcc": 0 }, "TATQA": { "EmAcc": 0 }, "ConvFinQA": { "EmAcc": 0 }, "FNXL": { "EntityF1": 0 }, "FSRL": { "EntityF1": 0 }, "EDTSUM": { "Rouge-1": 0.13, "BertScore": 0.48, "BartScore": -4.6 }, "ECTSUM": { "Rouge-1": 0, "BertScore": 0, "BartScore": -5.18 }, "BigData22": { "Acc": 0.56, "MCC": 0.08 }, "ACL18": { "Acc": 0.51, "MCC": 0.02 }, "CIKM18": { "Acc": 0.57, "MCC": -0.03 }, "German": { "F1": 0.41, "MCC": -0.3 }, "Australian": { "F1": 0.34, "MCC": 0.13 }, "LendingClub": { "F1": 0.59, "MCC": 0.15 }, "ccf": { "F1": 1, "MCC": 0 }, "ccfraud": { "F1": 0.57, "MCC": -0.13 }, "polish": { "F1": 0.92, "MCC": 0.07 }, "taiwan": { "F1": 0.95, "MCC": -0.01 }, "portoseguro": { "F1": 0.96, "MCC": 0 }, "travelinsurance": { "F1": 0.89, "MCC": 0.12 } }
{ "model_type": "pretrained", "model_dtype": "torch.float16", "model_name": "mistralai/Mixtral-8x7B-v0.1", "model_sha": "main" }
{ "FPB": { "F1": 0.29, "Acc": 0.37 }, "FiQA-SA": { "F1": 0.16 }, "TSA": { "RMSE": 0.5 }, "Headlines": { "AvgF1": 0.6 }, "FOMC": { "F1": 0.37, "Acc": 0.35 }, "FinArg-ACC": { "MicroF1": 0.39 }, "FinArg-ARC": { "MicroF1": 0.57 }, "MultiFin": { "MicroF1": 0.37 }, "MA": { "MicroF1": 0.34 }, "MLESG": { "MicroF1": 0.17 }, "NER": { "EntityF1": 0.24 }, "FINER-ORD": { "EntityF1": 0.05 }, "FinRED": { "F1": 0 }, "SC": { "F1": 0.83 }, "CD": { "F1": 0 }, "FinQA": { "EmAcc": 0 }, "TATQA": { "EmAcc": 0.01 }, "ConvFinQA": { "EmAcc": 0.31 }, "FNXL": { "EntityF1": 0 }, "FSRL": { "EntityF1": 0 }, "EDTSUM": { "Rouge-1": 0.12, "BertScore": 0.61, "BartScore": -4.47 }, "ECTSUM": { "Rouge-1": 0, "BertScore": 0, "BartScore": -5.18 }, "BigData22": { "Acc": 0.46, "MCC": 0.02 }, "ACL18": { "Acc": 0.49, "MCC": 0 }, "CIKM18": { "Acc": 0.42, "MCC": -0.05 }, "German": { "F1": 0.53, "MCC": 0 }, "Australian": { "F1": 0.26, "MCC": 0 }, "LendingClub": { "F1": 0.61, "MCC": 0.08 }, "ccf": { "F1": 0, "MCC": 0 }, "ccfraud": { "F1": 0.48, "MCC": 0.16 }, "polish": { "F1": 0.92, "MCC": 0 }, "taiwan": { "F1": 0.95, "MCC": 0 }, "portoseguro": { "F1": 0.72, "MCC": 0.01 }, "travelinsurance": { "F1": 0, "MCC": 0 } }
{ "model_type": "fine-tuned", "model_dtype": "torch.float16", "model_name": "meta-llama/Llama-2-7b-chat-hf", "model_sha": "main" }
{ "FPB": { "F1": 0.39, "Acc": 0.41 }, "FiQA-SA": { "F1": 0.76 }, "TSA": { "RMSE": 0.71 }, "Headlines": { "AvgF1": 0.72 }, "FOMC": { "F1": 0.35, "Acc": 0.49 }, "FinArg-ACC": { "MicroF1": 0.46 }, "FinArg-ARC": { "MicroF1": 0.27 }, "MultiFin": { "MicroF1": 0.2 }, "MA": { "MicroF1": 0.7 }, "MLESG": { "MicroF1": 0.03 }, "NER": { "EntityF1": 0.18 }, "FINER-ORD": { "EntityF1": 0.02 }, "FinRED": { "F1": 0 }, "SC": { "F1": 0.85 }, "CD": { "F1": 0 }, "FinQA": { "EmAcc": 0 }, "TATQA": { "EmAcc": 0.03 }, "ConvFinQA": { "EmAcc": 0 }, "FNXL": { "EntityF1": 0 }, "FSRL": { "EntityF1": 0 }, "EDTSUM": { "Rouge-1": 0.17, "BertScore": 0.62, "BartScore": -3.99 }, "ECTSUM": { "Rouge-1": 0, "BertScore": 0, "BartScore": -5.18 }, "BigData22": { "Acc": 0.54, "MCC": 0.05 }, "ACL18": { "Acc": 0.51, "MCC": 0.01 }, "CIKM18": { "Acc": 0.55, "MCC": -0.03 }, "German": { "F1": 0.57, "MCC": 0.03 }, "Australian": { "F1": 0.26, "MCC": 0 }, "LendingClub": { "F1": 0.72, "MCC": 0 }, "ccf": { "F1": 0, "MCC": 0 }, "ccfraud": { "F1": 0.25, "MCC": -0.16 }, "polish": { "F1": 0.92, "MCC": 0 }, "taiwan": { "F1": 0.95, "MCC": -0.01 }, "portoseguro": { "F1": 0.01, "MCC": -0.05 }, "travelinsurance": { "F1": 0, "MCC": 0 } }
{ "model_type": "pretrained", "model_name": "ChatGPT" }
{ "FPB": { "F1": 0.78, "Acc": 0.78 }, "FiQA-SA": { "F1": 0.6 }, "TSA": { "RMSE": 0.53 }, "Headlines": { "AvgF1": 0.77 }, "FOMC": { "F1": 0.64, "Acc": 0.6 }, "FinArg-ACC": { "MicroF1": 0.5 }, "FinArg-ARC": { "MicroF1": 0.39 }, "MultiFin": { "MicroF1": 0.59 }, "MA": { "MicroF1": 0.85 }, "MLESG": { "MicroF1": 0.25 }, "NER": { "EntityF1": 0.77 }, "FINER-ORD": { "EntityF1": 0.28 }, "FinRED": { "F1": 0 }, "SC": { "F1": 0.8 }, "CD": { "F1": 0 }, "FinQA": { "EmAcc": 0.58 }, "TATQA": { "EmAcc": 0 }, "ConvFinQA": { "EmAcc": 0.6 }, "FNXL": { "EntityF1": 0 }, "FSRL": { "EntityF1": 0 }, "EDTSUM": { "Rouge-1": 0.17, "BertScore": 0.66, "BartScore": -3.64 }, "ECTSUM": { "Rouge-1": 0, "BertScore": 0, "BartScore": -5.18 }, "BigData22": { "Acc": 0.53, "MCC": -0.025 }, "ACL18": { "Acc": 0.5, "MCC": 0.005 }, "CIKM18": { "Acc": 0.55, "MCC": 0.01 }, "German": { "F1": 0.2, "MCC": -0.1 }, "Australian": { "F1": 0.41, "MCC": 0 }, "LendingClub": { "F1": 0.2, "MCC": -0.1 }, "ccf": { "F1": 0.2, "MCC": -0.1 }, "ccfraud": { "F1": 0.2, "MCC": -0.1 }, "polish": { "F1": 0.2, "MCC": -0.1 }, "taiwan": { "F1": 0.2, "MCC": -0.1 }, "portoseguro": { "F1": 0.2, "MCC": -0.1 }, "travelinsurance": { "F1": 0.2, "MCC": -0.1 } }
{ "model_type": "pretrained", "model_name": "GPT4" }
{ "FPB": { "F1": 0.78, "Acc": 0.76 }, "FiQA-SA": { "F1": 0.8 }, "TSA": { "RMSE": 0.5 }, "Headlines": { "AvgF1": 0.86 }, "FOMC": { "F1": 0.71, "Acc": 0.69 }, "FinArg-ACC": { "MicroF1": 0.6 }, "FinArg-ARC": { "MicroF1": 0.4 }, "MultiFin": { "MicroF1": 0.65 }, "MA": { "MicroF1": 0.79 }, "MLESG": { "MicroF1": 0.35 }, "NER": { "EntityF1": 0.83 }, "FINER-ORD": { "EntityF1": 0.77 }, "FinRED": { "F1": 0.02 }, "SC": { "F1": 0.81 }, "CD": { "F1": 0.01 }, "FinQA": { "EmAcc": 0.63 }, "TATQA": { "EmAcc": 0.13 }, "ConvFinQA": { "EmAcc": 0.76 }, "FNXL": { "EntityF1": 0 }, "FSRL": { "EntityF1": 0.01 }, "EDTSUM": { "Rouge-1": 0.2, "BertScore": 0.67, "BartScore": -3.62 }, "ECTSUM": { "Rouge-1": 0, "BertScore": 0, "BartScore": -5.18 }, "BigData22": { "Acc": 0.54, "MCC": 0.03 }, "ACL18": { "Acc": 0.52, "MCC": 0.02 }, "CIKM18": { "Acc": 0.57, "MCC": 0.02 }, "German": { "F1": 0.55, "MCC": -0.02 }, "Australian": { "F1": 0.74, "MCC": 0.47 }, "LendingClub": { "F1": 0.55, "MCC": -0.02 }, "ccf": { "F1": 0.55, "MCC": -0.02 }, "ccfraud": { "F1": 0.55, "MCC": -0.02 }, "polish": { "F1": 0.55, "MCC": -0.02 }, "taiwan": { "F1": 0.55, "MCC": -0.02 }, "portoseguro": { "F1": 0.55, "MCC": -0.02 }, "travelinsurance": { "F1": 0.55, "MCC": -0.02 } }
{ "model_type": "pretrained", "model_name": "Gemini" }
{ "FPB": { "F1": 0.77, "Acc": 0.77 }, "FiQA-SA": { "F1": 0.81 }, "TSA": { "RMSE": 0.37 }, "Headlines": { "AvgF1": 0.78 }, "FOMC": { "F1": 0.4, "Acc": 0.6 }, "FinArg-ACC": { "MicroF1": 0.31 }, "FinArg-ARC": { "MicroF1": 0.6 }, "MultiFin": { "MicroF1": 0.62 }, "MA": { "MicroF1": 0.84 }, "MLESG": { "MicroF1": 0.34 }, "NER": { "EntityF1": 0.61 }, "FINER-ORD": { "EntityF1": 0.14 }, "FinRED": { "F1": 0 }, "SC": { "F1": 0.74 }, "CD": { "F1": 0.03 }, "FinQA": { "EmAcc": 0 }, "TATQA": { "EmAcc": 0.18 }, "ConvFinQA": { "EmAcc": 0.43 }, "FNXL": { "EntityF1": 0 }, "FSRL": { "EntityF1": 0.03 }, "EDTSUM": { "Rouge-1": 0.39, "BertScore": 0.72, "BartScore": -3.87 }, "ECTSUM": { "Rouge-1": 0, "BertScore": 0, "BartScore": -4.93 }, "BigData22": { "Acc": 0.55, "MCC": 0.04 }, "ACL18": { "Acc": 0.52, "MCC": 0.04 }, "CIKM18": { "Acc": 0.54, "MCC": 0.02 }, "German": { "F1": 0.52, "MCC": 0 }, "Australian": { "F1": 0.26, "MCC": 0 }, "LendingClub": { "F1": 0.65, "MCC": 0.19 }, "ccf": { "F1": 0.96, "MCC": -0.01 }, "ccfraud": { "F1": 0.9, "MCC": 0 }, "polish": { "F1": 0.86, "MCC": 0.14 }, "taiwan": { "F1": 0.95, "MCC": 0 }, "portoseguro": { "F1": 0.95, "MCC": 0 }, "travelinsurance": { "F1": 0, "MCC": 0 } }
{ "model_type": "pretrained", "model_dtype": "torch.float16", "model_name": "THUDM/chatglm3-6b", "model_sha": "main" }
{ "FPB": { "F1": 0.74, "Acc": 0.74 }, "FiQA-SA": { "F1": 0.56 }, "TSA": { "RMSE": 0.35 }, "Headlines": { "AvgF1": 0.66 }, "FOMC": { "F1": 0.47, "Acc": 0.46 }, "FinArg-ACC": { "MicroF1": 0.25 }, "FinArg-ARC": { "MicroF1": 0.5 }, "MultiFin": { "MicroF1": 0.47 }, "MA": { "MicroF1": 0.79 }, "MLESG": { "MicroF1": 0.16 }, "NER": { "EntityF1": 0.25 }, "FINER-ORD": { "EntityF1": 0.02 }, "FinRED": { "F1": 0 }, "SC": { "F1": 0.81 }, "CD": { "F1": 0 }, "FinQA": { "EmAcc": 0 }, "TATQA": { "EmAcc": 0.07 }, "ConvFinQA": { "EmAcc": 0 }, "FNXL": { "EntityF1": 0 }, "FSRL": { "EntityF1": 0 }, "EDTSUM": { "Rouge-1": 0.13, "BertScore": 0.47, "BartScore": -4.78 }, "ECTSUM": { "Rouge-1": 0, "BertScore": 0, "BartScore": -5.18 }, "BigData22": { "Acc": 0.47, "MCC": 0 }, "ACL18": { "Acc": 0.5, "MCC": 0.02 }, "CIKM18": { "Acc": 0.42, "MCC": 0.02 }, "German": { "F1": 0.41, "MCC": -0.3 }, "Australian": { "F1": 0.27, "MCC": -0.02 }, "LendingClub": { "F1": 0.72, "MCC": -0.03 }, "ccf": { "F1": 1, "MCC": 0 }, "ccfraud": { "F1": 0.67, "MCC": -0.15 }, "polish": { "F1": 0.05, "MCC": 0 }, "taiwan": { "F1": 0.05, "MCC": 0.01 }, "portoseguro": { "F1": 0.95, "MCC": 0.06 }, "travelinsurance": { "F1": 0.97, "MCC": 0.03 } }
{ "model_type": "instruction-tuned", "model_dtype": "torch.float16", "model_name": "FinGPT/fingpt-mt_llama2-7b_lora", "model_sha": "main" }
{ "FPB": { "F1": 0, "Acc": 0 }, "FiQA-SA": { "F1": 0 }, "TSA": { "RMSE": 0.5 }, "Headlines": { "AvgF1": 0.6 }, "FOMC": { "F1": 0, "Acc": 0 }, "FinArg-ACC": { "MicroF1": 0 }, "FinArg-ARC": { "MicroF1": 0 }, "MultiFin": { "MicroF1": 0 }, "MA": { "MicroF1": 0 }, "MLESG": { "MicroF1": 0 }, "NER": { "EntityF1": 0 }, "FINER-ORD": { "EntityF1": 0 }, "FinRED": { "F1": 0 }, "SC": { "F1": 0 }, "CD": { "F1": 0 }, "FinQA": { "EmAcc": 0 }, "TATQA": { "EmAcc": 0 }, "ConvFinQA": { "EmAcc": 0 }, "FNXL": { "EntityF1": 0 }, "FSRL": { "EntityF1": 0 }, "EDTSUM": { "Rouge-1": 0, "BertScore": 0.5, "BartScore": -7.25 }, "ECTSUM": { "Rouge-1": 0, "BertScore": 0, "BartScore": -5.18 }, "BigData22": { "Acc": 0.45, "MCC": 0 }, "ACL18": { "Acc": 0.49, "MCC": 0 }, "CIKM18": { "Acc": 0.49, "MCC": 0 }, "German": { "F1": 0.52, "MCC": 0 }, "Australian": { "F1": 0.41, "MCC": 0 }, "LendingClub": { "F1": 0, "MCC": 0 }, "ccf": { "F1": 0, "MCC": 0 }, "ccfraud": { "F1": 0, "MCC": 0 }, "polish": { "F1": 0.07, "MCC": 0.02 }, "taiwan": { "F1": 0.82, "MCC": 0.01 }, "portoseguro": { "F1": 0, "MCC": 0 }, "travelinsurance": { "F1": 0.98, "MCC": 0 } }
{ "model_type": "instruction-tuned", "model_dtype": "torch.float16", "model_name": "TheFinAI/finma-7b-full", "model_sha": "main" }
{ "FPB": { "F1": 0.88, "Acc": 0.88 }, "FiQA-SA": { "F1": 0.79 }, "TSA": { "RMSE": 0.8 }, "Headlines": { "AvgF1": 0.97 }, "FOMC": { "F1": 0.49, "Acc": 0.46 }, "FinArg-ACC": { "MicroF1": 0.27 }, "FinArg-ARC": { "MicroF1": 0.08 }, "MultiFin": { "MicroF1": 0.14 }, "MA": { "MicroF1": 0.45 }, "MLESG": { "MicroF1": 0 }, "NER": { "EntityF1": 0.69 }, "FINER-ORD": { "EntityF1": 0 }, "FinRED": { "F1": 0 }, "SC": { "F1": 0.19 }, "CD": { "F1": 0 }, "FinQA": { "EmAcc": 0.04 }, "TATQA": { "EmAcc": 0 }, "ConvFinQA": { "EmAcc": 0.2 }, "FNXL": { "EntityF1": 0 }, "FSRL": { "EntityF1": 0 }, "EDTSUM": { "Rouge-1": 0.13, "BertScore": 0.38, "BartScore": -5.71 }, "ECTSUM": { "Rouge-1": 0, "BertScore": 0, "BartScore": -5.18 }, "BigData22": { "Acc": 0.51, "MCC": 0.02 }, "ACL18": { "Acc": 0.51, "MCC": 0.03 }, "CIKM18": { "Acc": 0.5, "MCC": 0.08 }, "German": { "F1": 0.17, "MCC": 0 }, "Australian": { "F1": 0.41, "MCC": 0 }, "LendingClub": { "F1": 0.61, "MCC": 0 }, "ccf": { "F1": 0, "MCC": 0 }, "ccfraud": { "F1": 0.01, "MCC": -0.06 }, "polish": { "F1": 0.92, "MCC": -0.01 }, "taiwan": { "F1": 0.95, "MCC": 0 }, "portoseguro": { "F1": 0.04, "MCC": 0.01 }, "travelinsurance": { "F1": 0, "MCC": 0 } }
{ "model_type": "pretrained", "model_dtype": "torch.float16", "model_name": "meta-llama/Llama-2-70b", "model_sha": "main" }
{ "FPB": { "F1": 0.73, "Acc": 0.72 }, "FiQA-SA": { "F1": 0.83 }, "TSA": { "RMSE": 0.57 }, "Headlines": { "AvgF1": 0.63 }, "FOMC": { "F1": 0.49, "Acc": 0.47 }, "FinArg-ACC": { "MicroF1": 0.58 }, "FinArg-ARC": { "MicroF1": 0.36 }, "MultiFin": { "MicroF1": 0.63 }, "MA": { "MicroF1": 0.86 }, "MLESG": { "MicroF1": 0.31 }, "NER": { "EntityF1": 0.04 }, "FINER-ORD": { "EntityF1": 0.07 }, "FinRED": { "F1": 0 }, "SC": { "F1": 0.61 }, "CD": { "F1": 0.01 }, "FinQA": { "EmAcc": 0.06 }, "TATQA": { "EmAcc": 0.01 }, "ConvFinQA": { "EmAcc": 0.25 }, "FNXL": { "EntityF1": 0 }, "FSRL": { "EntityF1": 0.01 }, "EDTSUM": { "Rouge-1": 0.25, "BertScore": 0.68, "BartScore": -3.81 }, "ECTSUM": { "Rouge-1": 0, "BertScore": 0, "BartScore": -4.86 }, "BigData22": { "Acc": 0.47, "MCC": 0 }, "ACL18": { "Acc": 0.51, "MCC": 0.01 }, "CIKM18": { "Acc": 0.49, "MCC": -0.07 }, "German": { "F1": 0.17, "MCC": 0 }, "Australian": { "F1": 0.41, "MCC": 0 }, "LendingClub": { "F1": 0.17, "MCC": 0 }, "ccf": { "F1": 0.17, "MCC": 0 }, "ccfraud": { "F1": 0.17, "MCC": 0 }, "polish": { "F1": 0.17, "MCC": 0 }, "taiwan": { "F1": 0.17, "MCC": 0 }, "portoseguro": { "F1": 0.17, "MCC": 0 }, "travelinsurance": { "F1": 0.17, "MCC": 0 } }

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