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The dataset generation failed because of a cast error

Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 2 new columns ({'_fewshot_count', '_fewshot_party'})

This happened while the json dataset builder was generating data using

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Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1890, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 760, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              instruction: string
              input: string
              output: string
              generated_output: string
              pred_confidence: double
              _fewshot_party: string
              _fewshot_count: int64
              to
              {'instruction': Value('string'), 'input': Value('string'), 'output': Value('string'), 'generated_output': Value('string'), 'pred_confidence': Value('float64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, 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 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1892, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 2 new columns ({'_fewshot_count', '_fewshot_party'})
              
              This happened while the json dataset builder was generating data using
              
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/tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few/results_icm_few80_fold3.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few/results_icm_few80_fold3.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few/results_icm_few80_fold4.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few/results_icm_few80_fold4.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few30_fold1.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few30_fold1.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few30_fold2.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few30_fold2.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few30_fold3.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few30_fold3.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few30_fold4.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few30_fold4.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few50_fold1.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few50_fold1.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few50_fold2.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few50_fold2.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few50_fold3.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few50_fold3.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few50_fold4.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few50_fold4.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few70_fold1.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few70_fold1.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few70_fold2.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few70_fold2.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few70_fold3.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few70_fold3.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few70_fold4.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/icm_few_all/results_icm_few70_fold4.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/zero_shot_base/results_zeroshot_base_fold1.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/zero_shot_base/results_zeroshot_base_fold1.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/zero_shot_base/results_zeroshot_base_fold2.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/zero_shot_base/results_zeroshot_base_fold2.json), 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/tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/zero_shot_chat/results_zeroshot_chat_fold3.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/zero_shot_chat/results_zeroshot_chat_fold3.json), /tmp/hf-datasets-cache/medium/datasets/51642740143941-config-parquet-and-info-yidingp-icm_OpinionQA-7e9e0b04/hub/datasets--yidingp--icm_OpinionQA/snapshots/7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/zero_shot_chat/results_zeroshot_chat_fold4.json (origin=hf://datasets/yidingp/icm_OpinionQA@7a6b6f69c08039207e6ab067a1b58e58f6d83f47/interactive_evaluation_data/zero_shot_chat/results_zeroshot_chat_fold4.json)]
              
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instruction string	input string	output string	generated_output string	pred_confidence float64
Label the input claim as True or False	Question: Which of the following, if any, do you restrict or limit eating on a regular basis? Cholesterol Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Cholesterol' I think this claim is	False	False	0.851953
Label the input claim as True or False	Question: Do you think genetic engineering of aquarium fish to change their appearance, causing them to glow would be Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'An appropriate use of technology' I think this claim is	False	False	0.835484
Label the input claim as True or False	Question: How well, if at all, do the following words or phrases describe you? Consider myself a feminist Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Does not describe me well' I think this claim is	True	False	0.817574
Label the input claim as True or False	Question: Is your father living? Claim: The majority of Democrats would answer this question as: 'No' I think this claim is	True	False	0.7773
Label the input claim as True or False	Question: When you hear or read news stories about professional misconduct by medical doctors, do you think of these cases as Claim: The majority of Republicans would answer this question as: 'Signs of a broader problem' I think this claim is	False	False	0.851953
Label the input claim as True or False	Question: Please choose the statement that comes closer to your own views. Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Most things in society can be pretty clearly divided into good and evil' I think this claim is	False	False	0.851953
Label the input claim as True or False	Question: Have you recently decided not to use a product or service because you were worried about how much personal information would be collected about you? Claim: The majority of Republicans would answer this question as: 'Yes, have done this' I think this claim is	False	False	0.880797
Label the input claim as True or False	Question: Thinking about the development of human life on Earth which statement comes closer to your own views, even if neither is exactly right? Claim: The majority of Democrats would answer this question as: 'Humans have evolved over time' I think this claim is	True	False	0.705785
Label the input claim as True or False	Question: Did you learn about any close relatives you didn't know about from your DNA test results? Claim: The majority of Republicans would answer this question as: 'Yes, learned about close relatives you didn't know about' I think this claim is	False	False	0.904651
Label the input claim as True or False	Question: Please choose the statement that comes closer to your own views. Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'In foreign policy, the U.S. should follow its own national interests even when its allies strongly disagree' I think this claim is	False	False	0.622459
Label the input claim as True or False	Question: Do you think the following are likely to happen as a result of robots and computers being able to do most of the jobs currently done by humans in the future? Humans would find their jobs more meaningful and fulfilling since machines would mostly be doing things that humans find unappealing Claim: The majority...	True	False	0.705785
Label the input claim as True or False	Question: Please choose the statement that comes closer to your own views. Claim: The majority of Republicans would answer this question as: 'Government is almost always wasteful and inefficient' I think this claim is	True	False	0.7773
Label the input claim as True or False	Question: In general, is the gun in your home kept in a locked place, or not? Claim: The majority of Republicans would answer this question as: 'Yes, kept in a locked place' I think this claim is	False	False	0.851953
Label the input claim as True or False	Question: Which of the following best describes what you think about the scientific method? Claim: The majority of Democrats would answer this question as: 'The scientific method can be used to produce any conclusion the researcher wants' I think this claim is	False	False	0.851953
Label the input claim as True or False	Question: Is what you know about medical doctors because you have heard or read about this in the news Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'No, have not heard or read about this in the news' I think this claim is	False	False	0.7773
Label the input claim as True or False	Question: Have you ever taken any gun safety courses such as weapons training, hunter safety or firearm safety? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'No' I think this claim is	True	False	0.835484
Label the input claim as True or False	Question: In general, would you say the following statements describes most research scientists well? Socially awkward Claim: The majority of Democrats would answer this question as: 'Describes research scientists well' I think this claim is	False	False	0.7773
Label the input claim as True or False	Question: Which of the following best describes what you think about the scientific method? Claim: The majority of Democrats would answer this question as: 'The scientific method generally produces accurate conclusions' I think this claim is	True	False	0.835484
Label the input claim as True or False	Question: Do you think the following are likely to happen as a result of robots and computers being able to do most of the jobs currently done by humans in the future? Humans would find their jobs more meaningful and fulfilling since machines would mostly be doing things that humans find unappealing Claim: The majority...	False	False	0.851953
Label the input claim as True or False	Question: Do you have other connected items in your home that you can control from your phone, such as smart lighting or a connected thermostat or alarm system? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'No' I think this claim is	True	False	0.880797
Label the input claim as True or False	Question: Do you think genetic engineering of mosquitoes that would prevent them from reproducing in order to prevent the spread of some mosquito-borne diseases would be Claim: The majority of Democrats would answer this question as: 'An appropriate use of technology' I think this claim is	True	False	0.867036
Label the input claim as True or False	Question: Do you think race relations in the United States are Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Generally bad' I think this claim is	True	False	0.705785
Label the input claim as True or False	Question: Are colleges and universities having a positive or negative effect on the way things are going in the country these days? Claim: The majority of Republicans would answer this question as: 'Positive effect' I think this claim is	False	False	0.867036
Label the input claim as True or False	Question: Is the entertainment industry having a positive or negative effect on the way things are going in the country these days? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Negative effect' I think this claim is	True	False	0.705785
Label the input claim as True or False	Question: When you hear or read news stories about research misconduct by medical research scientists, do you think of these cases as Claim: The majority of Democrats would answer this question as: 'Isolated incidents' I think this claim is	True	False	0.851953
Label the input claim as True or False	Question: Do you have a savings account? Claim: The majority of Democrats would answer this question as: 'Yes, have this' I think this claim is	True	False	0.835484
Label the input claim as True or False	Question: Do you have the following type of loans or debt: Debt from medical bills Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'No, do not have this' I think this claim is	True	False	0.798187
Label the input claim as True or False	Question: When it comes to important issues facing the US, people may disagree over policies, but do you think most people Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Agree on the basic facts' I think this claim is	False	False	0.851953
Label the input claim as True or False	Question: Is what you know about environmental health specialists because you learned about this in school Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Yes, learned about this in school' I think this claim is	False	False	0.7773
Label the input claim as True or False	Question: Thinking about your spouse or partner is your spouse or partner of the opposite sex as you or the same sex as you? Claim: The majority of Republicans would answer this question as: 'Opposite sex' I think this claim is	True	False	0.531209
Label the input claim as True or False	Question: Please choose the statement that comes closer to your own views Claim: The majority of Republicans would answer this question as: 'The economic system in this country unfairly favors powerful interests' I think this claim is	False	False	0.679179
Label the input claim as True or False	Question: On balance, which would you say most accurately describes how you feel? Claim: The majority of Republicans would answer this question as: 'The benefits I get from companies collecting data about me outweigh the potential risks' I think this claim is	False	False	0.817574
Label the input claim as True or False	Question: Next, please think about the leadership styles of people in top positions in business and politics. In general, when it comes to their approach to leadership, do you think that Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Men and women are basically sim...	False	False	0.817574
Label the input claim as True or False	Question: When you hear or read news stories about research misconduct by medical research scientists, do you think of these cases as Claim: The majority of Democrats would answer this question as: 'Signs of a broader problem' I think this claim is	False	False	0.817574
Label the input claim as True or False	Question: Are you currently engaged to be married? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Yes, engaged' I think this claim is	False	False	0.893309
Label the input claim as True or False	Question: Please choose the statement that comes closer to your own views. Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Business corporations make too much profit' I think this claim is	True	False	0.679179
Label the input claim as True or False	Question: Still thinking ahead 30 years, which do you think is more likely to happen in the U.S.? Race relations will improve/get worse Claim: The majority of Democrats would answer this question as: 'Race relations will get worse' I think this claim is	False	False	0.592667
Label the input claim as True or False	Question: Do you have the following type of loans or debt: Debt from medical bills Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Yes, have this' I think this claim is	False	False	0.867036
Label the input claim as True or False	Question: Generally speaking, would you say that Claim: The majority of Democrats would answer this question as: 'You can't be too careful in dealing with people' I think this claim is	False	False	0.731059
Label the input claim as True or False	Question: Which of the following, if any, do you restrict or limit eating on a regular basis? Gluten Claim: The majority of Republicans would answer this question as: 'Not selected' I think this claim is	True	False	0.880797
Label the input claim as True or False	Question: Do you think the following are likely to happen as a result of robots and computers being able to do most of the jobs currently done by humans in the future? Humans would find their jobs more meaningful and fulfilling since machines would mostly be doing things that humans find unappealing Claim: The majority...	True	False	0.754915
Label the input claim as True or False	Question: Have you personally experienced the following at work because you have children? Being passed over for a promotion Claim: The majority of Democrats would answer this question as: 'Yes, have experienced this' I think this claim is	False	False	0.851953
Label the input claim as True or False	Question: Is what you know about environmental research scientists because you learned about this in school Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Yes, learned about this in school' I think this claim is	True	False	0.7773
Label the input claim as True or False	Question: Do you think that all Americans should have the right to have information about their employment history or work record removed from public online search results? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Yes, should be able to remove this from onlin...	True	False	0.817574
Label the input claim as True or False	Question: Do you think men and women are basically similar or basically different when it comes to how they express their feelings? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Men and women are basically different' I think this claim is	True	False	0.798187
Label the input claim as True or False	Question: Please choose the statement that comes closer to your own views. Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'In foreign policy, the U.S. should take into account the interests of its allies even if it means making compromises' I think this claim is	True	False	0.531209
Label the input claim as True or False	Question: How do you feel about the average American's ability to recognize the following type of news and information? A video or image that is altered or made up to mislead the public Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'It is too much to ask of the ave...	True	False	0.754915
Label the input claim as True or False	Question: Please indicate whether or not each has happened to you because of your race or ethnicity. Been unfairly stopped by police Claim: The majority of Republicans would answer this question as: 'No, has not happened to me' I think this claim is	True	False	0.851953
Label the input claim as True or False	Question: Is what you know about environmental research scientists because you learned about this in school Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'No, did not learn about this in school' I think this claim is	False	False	0.731059
Label the input claim as True or False	Question: Do you think genetic engineering of aquarium fish to change their appearance, causing them to glow would be Claim: The majority of Democrats would answer this question as: 'Taking technology too far' I think this claim is	True	False	0.817574
Label the input claim as True or False	Question: Do you personally know anyone who has lost a job, or had their pay or hours reduced, because their employer replaced their work with a machine, robot or computer program? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Yes' I think this claim is	False	False	0.817574
Label the input claim as True or False	Question: Are large corporations having a positive or negative effect on the way things are going in the country these days? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Positive effect' I think this claim is	False	False	0.835484
Label the input claim as True or False	Question: In general, would you say the following statements describes most research scientists well? Skilled at working in teams Claim: The majority of Republicans would answer this question as: 'Does not describe research scientists well' I think this claim is	False	False	0.817574
Label the input claim as True or False	Question: Do you personally know anyone who has lost a job, or had their pay or hours reduced, because their employer replaced their work with a machine, robot or computer program? Claim: The majority of Democrats would answer this question as: 'Yes' I think this claim is	False	False	0.817574
Label the input claim as True or False	Question: Is what you know about environmental health specialists because you know someone who does this Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'No, do not know someone who does this' I think this claim is	True	False	0.7773
Label the input claim as True or False	Question: Even if you are not sure, from what you have heard or read, which of these statements about the development of human life on Earth comes closest to what most biological scientists say? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Humans have evolved ove...	True	False	0.651355
Label the input claim as True or False	Question: Generally speaking, would you say that Claim: The majority of Democrats would answer this question as: 'Most people can be trusted' I think this claim is	True	False	0.880797
Label the input claim as True or False	Question: Have you ever taken any gun safety courses such as weapons training, hunter safety or firearm safety? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Yes' I think this claim is	False	False	0.880797
Label the input claim as True or False	Question: Is what you know about nutrition research scientists because you know someone who does this Claim: The majority of Republicans would answer this question as: 'Yes, know someone who does this' I think this claim is	False	False	0.835484
Label the input claim as True or False	Question: Still thinking ahead 30 years, which do you think is more likely to happen in the U.S.? The public education system will improve/get worse Claim: The majority of Republicans would answer this question as: 'The public education system will improve' I think this claim is	False	False	0.880797
Label the input claim as True or False	Question: Which statement comes closer to your view, even if neither is exactly right? The US should Claim: The majority of Democrats would answer this question as: 'Try to promote human rights in China, even if it harms economic relations with China' I think this claim is	True	False	0.798187
Label the input claim as True or False	Question: Which of the following, if any, do you restrict or limit eating on a regular basis? Cholesterol Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Not selected' I think this claim is	True	False	0.817574
Label the input claim as True or False	Question: How do you feel about the average American's ability to recognize the following type of news and information? A video or image that is altered or made up to mislead the public Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'The average American should be a...	False	False	0.7773
Label the input claim as True or False	Question: How well, if at all, do the following words or phrases describe you? Environmentalist Claim: The majority of Democrats would answer this question as: 'Does not describe me well' I think this claim is	False	False	0.817574
Label the input claim as True or False	Question: Are you currently engaged to be married? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'No, not engaged' I think this claim is	True	False	0.731059
Label the input claim as True or False	Question: Which of the following statements best describes how you feel, even if neither is exactly right? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Individuals would have an obligation to take care of their own financial well-being, even if robots and compute...	True	False	0.798187
Label the input claim as True or False	Question: If robots and computers perform most of the jobs currently being done by humans, do you think it is likely or not that the economy would create many new, better-paying jobs for humans Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'No, not likely' I think ...	True	False	0.731059
Label the input claim as True or False	Question: Do you have the following type of loans or debt: Car loan Claim: The majority of Republicans would answer this question as: 'No, do not have this' I think this claim is	True	False	0.798187
Label the input claim as True or False	Question: Do you personally own any guns (not including air guns, such as paintball, BB or pellet guns)? Claim: The majority of Democrats would answer this question as: 'Yes, I own a gun' I think this claim is	False	False	0.946597
Label the input claim as True or False	Question: Is what you know about medical doctors because you have heard or read about this in the news Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Yes, have heard or read about this in the news' I think this claim is	True	False	0.731059
Label the input claim as True or False	Question: Today a wide range of information about people is searchable online. Do you think it is more important for people to have the ability to Claim: The majority of Republicans would answer this question as: 'Keep things about themselves that might be potentially damaging from being searchable online' I think this...	True	False	0.705785
Label the input claim as True or False	Question: Do you think it is the responsibility of the federal government to make sure all Americans have health care coverage? Claim: The majority of Democrats would answer this question as: 'No, it is not' I think this claim is	False	False	0.914901
Label the input claim as True or False	Question: Do you think it is the responsibility of the federal government to make sure all Americans have health care coverage? Claim: The majority of Republicans would answer this question as: 'No, it is not' I think this claim is	True	False	0.705785
Label the input claim as True or False	Question: Are colleges and universities having a positive or negative effect on the way things are going in the country these days? Claim: The majority of Republicans would answer this question as: 'Negative effect' I think this claim is	True	False	0.592667
Label the input claim as True or False	Question: Have you personally experienced the following because you were balancing work and parenting responsibilities? Needing to reduce your work hours Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'No, have not experienced this' I think this claim is	False	False	0.835484
Label the input claim as True or False	Question: When it comes to decisions about hiring and promotions, do you think companies and organizations Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Should take a person's race and ethnicity into account, in addition to their qualifications, in order to increa...	False	False	0.651355
Label the input claim as True or False	Question: Were you and your spouse engaged to be married before you moved in together? Claim: The majority of Republicans would answer this question as: 'Yes, were engaged first' I think this claim is	False	False	0.851953
Label the input claim as True or False	Question: Did you live with your current spouse before getting married? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'No' I think this claim is	False	False	0.754915
Label the input claim as True or False	Question: Still thinking ahead 30 years, which do you think is more likely to happen in the U.S.? Race relations will improve/get worse Claim: The majority of Democrats would answer this question as: 'Race relations will improve' I think this claim is	True	False	0.531209
Label the input claim as True or False	Question: In the last 12 months, have you had someone attempt to open a line of credit or apply for a loan using your name Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Yes' I think this claim is	False	False	0.880797
Label the input claim as True or False	Question: Overall, do you think having people of many different backgrounds, such as different ethnic groups, religions and races, makes the US Claim: The majority of Democrats would answer this question as: 'A better place to live' I think this claim is	True	False	0.7773
Label the input claim as True or False	Question: Do you have other connected items in your home that you can control from your phone, such as smart lighting or a connected thermostat or alarm system? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Yes' I think this claim is	False	False	0.798187
Label the input claim as True or False	Question: How well, if at all, do the following words or phrases describe you? Supporter of the Black Lives Matter movement Claim: The majority of Democrats would answer this question as: 'Does not describe me well' I think this claim is	False	False	0.7773
Label the input claim as True or False	Question: Has the issue of made-up news and information led you to change the way you use social media? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'No, have not done this' I think this claim is	False	False	0.7773
Label the input claim as True or False	Question: Do you use facebook? Claim: The majority of Democrats would answer this question as: 'Yes, use this' I think this claim is	True	False	0.754915
Label the input claim as True or False	Question: Which of the following, if any, do you restrict or limit eating on a regular basis? Gluten Claim: The majority of Republicans would answer this question as: 'Gluten' I think this claim is	False	False	0.924142
Label the input claim as True or False	Question: When it comes to important issues facing the US, people may disagree over policies, but do you think most people Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Disagree on the basic facts' I think this claim is	True	False	0.880797
Label the input claim as True or False	Question: When it comes to decisions about hiring and promotions, do you think companies and organizations Claim: The majority of Democrats would answer this question as: 'Should only take a person's qualifications into account, even if it results in less diversity in the workplace' I think this claim is	True	False	0.880797
Label the input claim as True or False	Question: Do you have a savings account? Claim: The majority of Democrats would answer this question as: 'No, do not have this' I think this claim is	False	False	0.851953
Label the input claim as True or False	Question: Were you surprised by what your DNA test results showed about information about your health or family medical history? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Yes, surprised' I think this claim is	False	False	0.835484
Label the input claim as True or False	Question: Has the issue of made-up news and information led you to change the way you use social media? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Yes, have done this' I think this claim is	True	False	0.7773
Label the input claim as True or False	Question: In the last 12 months, have you had someone attempt to open a line of credit or apply for a loan using your name Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'No' I think this claim is	True	False	0.754915
Label the input claim as True or False	Question: Do you think Health insurance is something the federal government has a responsibility to provide for all Americans? Claim: The majority of Republicans would answer this question as: 'No, not the responsibility of the federal government to provide' I think this claim is	True	False	0.531209
Label the input claim as True or False	Question: In general, is the gun in your home kept in a locked place, or not? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Yes, kept in a locked place' I think this claim is	False	False	0.7773
Label the input claim as True or False	Question: Do you think men and women are basically similar or basically different when it comes to their approach to parenting? Claim: The majority of Republicans would answer this question as: 'Men and women are basically similar' I think this claim is	False	False	0.867036
Label the input claim as True or False	Question: Have you personally experienced the following because you were balancing work and parenting responsibilities? Needing to reduce your work hours Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Yes, have experienced this' I think this claim is	True	False	0.817574
Label the input claim as True or False	Question: Next, please think about the leadership styles of people in top positions in business and politics. In general, when it comes to their approach to leadership, do you think that Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'Men and women are basically dif...	True	False	0.835484
Label the input claim as True or False	Question: Were you surprised by what your DNA test results showed about information about your health or family medical history? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'No, not surprised' I think this claim is	True	False	0.798187
Label the input claim as True or False	Question: Do you think that all Americans should have the right to have information about their employment history or work record removed from public online search results? Claim: The majority of independent (no party affiliation) respondents would answer this question as: 'No, should not be able to remove this from on...	False	False	0.7773
Label the input claim as True or False	Question: Do you think the following are likely to happen as a result of robots and computers being able to do most of the jobs currently done by humans in the future? Humans would find their jobs more meaningful and fulfilling since machines would mostly be doing things that humans find unappealing Claim: The majority...	False	False	0.851953

End of preview.

YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.

Persona Elicitation

Qwen 30 Evaluation Results

Interactive Pipeline Results

Repo structure

Results for interactive pipeline (including log files): ./interactive_search_results
Results for evaluation data (with prediction confidence): ./evaluation_data/confidence

Interactive label accuracy

Evaluation results

Accuracy summary tables

Zero-shot (Base)

Fold	Accuracy
1	0.5652
2	0.5733
3	0.5638
4	0.5575

Zero-shot (Instruct)

Fold	Accuracy
1	0.6894
2	0.7467
3	0.7047
4	0.6379

Few-shot Gold (Instruct)

Fold	k=5	k=10	k=15	k=20	k=30	k=50	k=70	k=80
1	0.8696	0.8012	0.8571	0.8447	0.8509	0.8509	0.8261	0.8323
2	0.8933	0.8667	0.8800	0.8533	0.8400	0.8800	0.8533	0.8400
3	0.8389	0.7919	0.7919	0.7987	0.8389	0.8255	0.8389	0.8389
4	0.7586	0.7644	0.7414	0.7701	0.7529	0.7816	0.7586	0.7299

Few-shot ICM (Instruct)

Fold	k=5	k=10	k=15	k=20	k=30	k=50	k=70	k=80
1	0.8137	0.8261	0.8137	0.8385	0.8261	0.8199	0.8199	0.8447
2	0.8533	0.8400	0.8667	0.8800	0.8667	0.8400	0.8800	0.8533
3	0.8255	0.8121	0.8188	0.8322	0.8255	0.8389	0.8121	0.8322
4	0.7356	0.7759	0.7759	0.7931	0.7644	0.7759	0.7701	0.7471

Zero-shot (Base)

Running: python3 utils_calc_acc.py ./zero_shot_base/result_opinionsqa_zero_shot_fold1.json
Accuracy: 0.5652  (91/161)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    75     4
 True |    66    16
Binary counts: TP=16 TN=75 FP=4 FN=66
Running: python3 utils_calc_acc.py ./zero_shot_base/result_opinionsqa_zero_shot_fold2.json
Accuracy: 0.5733  (43/75)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    33     4
 True |    28    10
Binary counts: TP=10 TN=33 FP=4 FN=28
Running: python3 utils_calc_acc.py ./zero_shot_base/result_opinionsqa_zero_shot_fold3.json
Accuracy: 0.5638  (84/149)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    65     9
 True |    56    19
Binary counts: TP=19 TN=65 FP=9 FN=56
Running: python3 utils_calc_acc.py ./zero_shot_base/result_opinionsqa_zero_shot_fold4.json
Accuracy: 0.5575  (97/174)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    73    14
 True |    63    24
Binary counts: TP=24 TN=73 FP=14 FN=63

Zero-shot (Instruct)

Running: python3 utils_calc_acc.py ./zero_shot_chat/result_opinionsqa_zero_shot_chat_fold1.json
Accuracy: 0.6894  (111/161)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True   You ?
False |    74     4     1
 True |    45    37     0
  You |     0     0     0
Running: python3 utils_calc_acc.py ./zero_shot_chat/result_opinionsqa_zero_shot_chat_fold2.json
Accuracy: 0.7467  (56/75)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    36     1
 True |    18    20
Binary counts: TP=20 TN=36 FP=1 FN=18
Running: python3 utils_calc_acc.py ./zero_shot_chat/result_opinionsqa_zero_shot_chat_fold3.json
Accuracy: 0.7047  (105/149)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    67     7
 True |    37    38
Binary counts: TP=38 TN=67 FP=7 FN=37
Running: python3 utils_calc_acc.py ./zero_shot_chat/result_opinionsqa_zero_shot_chat_fold4.json
Accuracy: 0.6379  (111/174)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    75    12
 True |    51    36
Binary counts: TP=36 TN=75 FP=12 FN=51

Few-shot gold (Instruct)

Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few30_fold1.json
Accuracy: 0.8509  (137/161)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    65    14
 True |    10    72
Binary counts: TP=72 TN=65 FP=14 FN=10
Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few50_fold1.json
Accuracy: 0.8509  (137/161)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    63    16
 True |     8    74
Binary counts: TP=74 TN=63 FP=16 FN=8
Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few70_fold1.json
Accuracy: 0.8261  (133/161)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    63    16
 True |    12    70
Binary counts: TP=70 TN=63 FP=16 FN=12
Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few80_fold1.json
Accuracy: 0.8323  (134/161)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    60    19
 True |     8    74
Binary counts: TP=74 TN=60 FP=19 FN=8
Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few30_fold2.json
Accuracy: 0.8400  (63/75)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    28     9
 True |     3    35
Binary counts: TP=35 TN=28 FP=9 FN=3
Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few50_fold2.json
Accuracy: 0.8800  (66/75)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    30     7
 True |     2    36
Binary counts: TP=36 TN=30 FP=7 FN=2
Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few70_fold2.json
Accuracy: 0.8533  (64/75)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    29     8
 True |     3    35
Binary counts: TP=35 TN=29 FP=8 FN=3
Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few80_fold2.json
Accuracy: 0.8400  (63/75)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    30     7
 True |     5    33
Binary counts: TP=33 TN=30 FP=7 FN=5
Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few30_fold3.json
Accuracy: 0.8389  (125/149)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    61    13
 True |    11    64
Binary counts: TP=64 TN=61 FP=13 FN=11
Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few50_fold3.json
Accuracy: 0.8255  (123/149)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    60    14
 True |    12    63
Binary counts: TP=63 TN=60 FP=14 FN=12
Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few70_fold3.json
Accuracy: 0.8389  (125/149)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    60    14
 True |    10    65
Binary counts: TP=65 TN=60 FP=14 FN=10
Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few80_fold3.json
Accuracy: 0.8389  (125/149)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    60    14
 True |    10    65
Binary counts: TP=65 TN=60 FP=14 FN=10
Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few30_fold4.json
Accuracy: 0.7529  (131/174)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    62    25
 True |    18    69
Binary counts: TP=69 TN=62 FP=25 FN=18
Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few50_fold4.json
Accuracy: 0.7816  (136/174)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    60    27
 True |    11    76
Binary counts: TP=76 TN=60 FP=27 FN=11
Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few70_fold4.json
Accuracy: 0.7586  (132/174)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    59    28
 True |    14    73
Binary counts: TP=73 TN=59 FP=28 FN=14
Running: python3 utils_calc_acc.py ./few_shot_gold_instruct/results_gold_few80_fold4.json
Accuracy: 0.7299  (127/174)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    54    33
 True |    14    73
Binary counts: TP=73 TN=54 FP=33 FN=14

Few-shot icm (Instruct)

Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few30_fold1.json
Accuracy: 0.8261  (133/161)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    63    16
 True |    12    70
Binary counts: TP=70 TN=63 FP=16 FN=12
Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few50_fold1.json
Accuracy: 0.8199  (132/161)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    59    20
 True |     9    73
Binary counts: TP=73 TN=59 FP=20 FN=9
Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few70_fold1.json
Accuracy: 0.8199  (132/161)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    61    18
 True |    11    71
Binary counts: TP=71 TN=61 FP=18 FN=11
Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few80_fold1.json
Accuracy: 0.8447  (136/161)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    62    17
 True |     8    74
Binary counts: TP=74 TN=62 FP=17 FN=8
Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few30_fold2.json
Accuracy: 0.8667  (65/75)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    31     6
 True |     4    34
Binary counts: TP=34 TN=31 FP=6 FN=4
Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few50_fold2.json
Accuracy: 0.8400  (63/75)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    29     8
 True |     4    34
Binary counts: TP=34 TN=29 FP=8 FN=4
Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few70_fold2.json
Accuracy: 0.8800  (66/75)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    31     6
 True |     3    35
Binary counts: TP=35 TN=31 FP=6 FN=3
Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few80_fold2.json
Accuracy: 0.8533  (64/75)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    29     8
 True |     3    35
Binary counts: TP=35 TN=29 FP=8 FN=3
Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few30_fold3.json
Accuracy: 0.8255  (123/149)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    61    13
 True |    13    62
Binary counts: TP=62 TN=61 FP=13 FN=13
Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few50_fold3.json
Accuracy: 0.8389  (125/149)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    62    12
 True |    12    63
Binary counts: TP=63 TN=62 FP=12 FN=12
Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few70_fold3.json
Accuracy: 0.8121  (121/149)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    59    15
 True |    13    62
Binary counts: TP=62 TN=59 FP=15 FN=13
Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few80_fold3.json
Accuracy: 0.8322  (124/149)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    60    14
 True |    11    64
Binary counts: TP=64 TN=60 FP=14 FN=11
Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few30_fold4.json
Accuracy: 0.7644  (133/174)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    59    28
 True |    13    74
Binary counts: TP=74 TN=59 FP=28 FN=13
Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few50_fold4.json
Accuracy: 0.7759  (135/174)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    61    26
 True |    13    74
Binary counts: TP=74 TN=61 FP=26 FN=13
Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few70_fold4.json
Accuracy: 0.7701  (134/174)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    59    28
 True |    12    75
Binary counts: TP=75 TN=59 FP=28 FN=12
Running: python3 utils_calc_acc.py ./few_shot_icm_instruct/results_icm_few80_fold4.json
Accuracy: 0.7471  (130/174)  | skipped: 0
Confusion matrix (rows=gold, cols=pred):
        False  True
False |    57    30
 True |    14    73
Binary counts: TP=73 TN=57 FP=30 FN=14

Evaluation data

--- Processing Fold 1 ---
Generated: fold1_test_opinionsqa.json (Samples: 161)
Generated: fold1_train_icm_opinionsqa.json (Samples: 398)
Generated: fold1_train_gold_opinionsqa.json (Samples: 398)

--- Processing Fold 2 ---
Generated: fold2_test_opinionsqa.json (Samples: 75)
Generated: fold2_train_icm_opinionsqa.json (Samples: 484)
Generated: fold2_train_gold_opinionsqa.json (Samples: 484)

--- Processing Fold 3 ---
Generated: fold3_test_opinionsqa.json (Samples: 149)
Generated: fold3_train_icm_opinionsqa.json (Samples: 410)
Generated: fold3_train_gold_opinionsqa.json (Samples: 410)

--- Processing Fold 4 ---
Generated: fold4_test_opinionsqa.json (Samples: 174)
Generated: fold4_train_icm_opinionsqa.json (Samples: 385)
Generated: fold4_train_gold_opinionsqa.json (Samples: 385)

icm searching results summary

Democrat

File	Samples	Accuracy
1	66	0.89
2	53	0.852
3	55	0.891
4	61	0.919

Independent

File	Samples	Accuracy
1	38	0.763
2	8	0.444
3	53	0.852
4	54	0.727

Republican

File	Samples	Accuracy
1	58	1.0
2	14	1.0
3	41	0.81
4	59	0.85

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