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80
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
0.904651
Democrat
30
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: 'Does not describe research scientists well' I think this claim is
True
True
0.754915
Democrat
30
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
True
0.754915
Democrat
30
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
True
0.979668
Democrat
30
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
0.998968
Democrat
30
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: 'No, I don't own any guns' I think this claim is
True
True
0.904651
Democrat
30
Label the input claim as True or False
Question: Please choose the statement that comes closer to your own views. Claim: The majority of Democrats would answer this question as: 'Other countries generally treat the United States about as fairly as we treat them' I think this claim is
True
True
0.679179
Democrat
30
Label the input claim as True or False
Question: Please choose the statement that comes closer to your own views. Claim: The majority of Democrats would answer this question as: 'Other countries often take unfair advantage of the United States' I think this claim is
False
False
0.966914
Democrat
30
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: 'Describes me well' I think this claim is
True
True
0.998968
Democrat
30
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
0.005911
Democrat
30
Label the input claim as True or False
Question: Do you think changing a baby's genetic characteristics to reduce the risk of a serious disease or condition that could occur over the course of his or her lifetime is an appropriate use of medical technology ? Claim: The majority of Democrats would answer this question as: 'An appropriate use of medical technology' I think this claim is
True
True
0.997199
Democrat
30
Label the input claim as True or False
Question: Please choose the statement that comes closer to your own views. Claim: The majority of Democrats would answer this question as: 'People like me just don't get the respect we deserve in this country' I think this claim is
False
True
0.562177
Democrat
30
Label the input claim as True or False
Question: Please choose the statement that comes closer to your own views. Claim: The majority of Democrats would answer this question as: 'People like me generally get the respect we deserve in this country' I think this claim is
True
False
0.592667
Democrat
30
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
True
0.970688
Democrat
30
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
0.705785
Democrat
30
Label the input claim as True or False
Question: Have you or anyone in your household received medicaid benefits government services and benefits in the past 12 months? Claim: The majority of Democrats would answer this question as: 'Yes, have received in the past 12 months' I think this claim is
False
True
0.893309
Democrat
30
Label the input claim as True or False
Question: Have you or anyone in your household received medicaid benefits government services and benefits in the past 12 months? Claim: The majority of Democrats would answer this question as: 'No, have not received in the past 12 months' I think this claim is
True
False
0.562177
Democrat
30
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
True
0.970688
Democrat
30
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 cannot be trusted' I think this claim is
False
False
0.996406
Democrat
30
Label the input claim as True or False
Question: Have you seen a health care provider for an illness or medical condition in the past 12 months, or not? Claim: The majority of Democrats would answer this question as: 'Yes' I think this claim is
True
True
0.977023
Democrat
30
Label the input claim as True or False
Question: Have you seen a health care provider for an illness or medical condition in the past 12 months, or not? Claim: The majority of Democrats would answer this question as: 'No' I think this claim is
False
False
0.798187
Democrat
30
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
True
0.997527
Democrat
30
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
0.006693
Democrat
30
Label the input claim as True or False
Question: Have you ever used a mail-in DNA testing service from a company such as AncestryDNA or 23andMe? Claim: The majority of Democrats would answer this question as: 'Yes, have used this' I think this claim is
False
False
0.977023
Democrat
30
Label the input claim as True or False
Question: Have you ever used a mail-in DNA testing service from a company such as AncestryDNA or 23andMe? Claim: The majority of Democrats would answer this question as: 'No, have not used this' I think this claim is
True
True
0.970688
Democrat
30
Label the input claim as True or False
Question: Which of these statements comes closer to your view, even if neither is exactly right? Claim: The majority of Democrats would answer this question as: 'The average person is exposed to additives in the food they eat every day, which pose a serious risk to their health' I think this claim is
True
True
0.679179
Democrat
30
Label the input claim as True or False
Question: Which of these statements comes closer to your view, even if neither is exactly right? Claim: The majority of Democrats would answer this question as: 'The average person is exposed to additives in the food they eat every day but they eat such a small amount that this doe' I think this claim is
False
True
0.914901
Democrat
30
Label the input claim as True or False
Question: Please choose the statement that comes closer to your own views. Claim: The majority of Democrats would answer this question as: 'The best way to ensure peace is through military strength' I think this claim is
False
False
0.020332
Democrat
30
Label the input claim as True or False
Question: Please choose the statement that comes closer to your own views. Claim: The majority of Democrats would answer this question as: 'Good diplomacy is the best way to ensure peace' I think this claim is
True
True
0.984094
Democrat
30
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
True
0.962673
Democrat
30
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
0.974043
Democrat
30
Label the input claim as True or False
Question: Which of these statements 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 due to processes such as natural selection; God or a higher power had no role in this proc' I think this claim is
True
True
0.994089
Democrat
30
Label the input claim as True or False
Question: Which of these statements 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 due to processes that were guided or allowed by God or a higher power' I think this claim is
False
False
0.984094
Democrat
30
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
True
0.999769
Democrat
30
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 worse place to live' I think this claim is
False
False
0.164516
Democrat
30
Label the input claim as True or False
Question: Have you or anyone you know personally ever used fertility treatments to try to have a baby or not? Claim: The majority of Democrats would answer this question as: 'Yes' I think this claim is
False
True
0.592667
Democrat
30
Label the input claim as True or False
Question: Have you or anyone you know personally ever used fertility treatments to try to have a baby or not? Claim: The majority of Democrats would answer this question as: 'No' I think this claim is
True
True
0.939913
Democrat
30
Label the input claim as True or False
Question: Which of the following do you think would be a more effective way to safeguard people's personal information? Claim: The majority of Democrats would answer this question as: 'Better tools for allowing people to control their personal information themselves' I think this claim is
False
True
0.979668
Democrat
30
Label the input claim as True or False
Question: Were you and your partner engaged to be married before you moved in together? Claim: The majority of Democrats would answer this question as: 'Yes, were engaged first' I think this claim is
False
False
0.817574
Democrat
30
Label the input claim as True or False
Question: Were you and your partner engaged to be married before you moved in together? Claim: The majority of Democrats would answer this question as: 'No, were not engaged first' I think this claim is
True
True
0.985936
Democrat
30
Label the input claim as True or False
Question: Which statement comes closer to your view, even if neither is exactly right? Claim: The majority of Democrats would answer this question as: 'Government investment in research is essential for scientific progress' I think this claim is
True
True
0.999089
Democrat
30
Label the input claim as True or False
Question: Which statement comes closer to your view, even if neither is exactly right? Claim: The majority of Democrats would answer this question as: 'Private investment will ensure that enough scientific progress is made, even without government investment' I think this claim is
False
False
0.990292
Democrat
30
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
True
0.997527
Democrat
30
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
0.998499
Democrat
30
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 Democrats would answer this question as: 'Yes' I think this claim is
False
False
0.987568
Democrat
30
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 Democrats would answer this question as: 'No' I think this claim is
True
True
0.990292
Democrat
30
Label the input claim as True or False
Question: How well, if at all, do the following words or phrases describe you? Blue collar Claim: The majority of Democrats would answer this question as: 'Describes me well' I think this claim is
False
False
0.987568
Democrat
30
Label the input claim as True or False
Question: How well, if at all, do the following words or phrases describe you? Blue collar Claim: The majority of Democrats would answer this question as: 'Does not describe me well' I think this claim is
True
True
0.914901
Democrat
30
Label the input claim as True or False
Question: Do you think it's a good thing or a bad thing that most people in our society look down on men who are manly or masculine? Claim: The majority of Democrats would answer this question as: 'Good thing' I think this claim is
False
False
0.997817
Democrat
30
Label the input claim as True or False
Question: Do you think it's a good thing or a bad thing that most people in our society look down on men who are manly or masculine? Claim: The majority of Democrats would answer this question as: 'Bad thing' I think this claim is
True
True
0.974043
Democrat
30
Label the input claim as True or False
Question: Do you feel that people in your local community tend to look at most gun owners in a positive way or a negative way? Claim: The majority of Democrats would answer this question as: 'Positive way' I think this claim is
True
False
0.022977
Democrat
30
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
True
0.817574
Democrat
30
Label the input claim as True or False
Question: Do you use facebook? Claim: The majority of Democrats would answer this question as: 'No, do not use this' I think this claim is
False
False
0.966914
Democrat
30
Label the input claim as True or False
Question: Different organizations and news outlets have taken on fact-checking efforts. Do you think that those who do the fact-checking Claim: The majority of Democrats would answer this question as: 'Deal fairly with all sides' I think this claim is
True
True
0.531209
Democrat
30
Label the input claim as True or False
Question: Different organizations and news outlets have taken on fact-checking efforts. Do you think that those who do the fact-checking Claim: The majority of Democrats would answer this question as: 'Tend to favor one side' I think this claim is
False
False
0.622459
Democrat
30
Label the input claim as True or False
Question: Do you have any neighbors you would feel comfortable asking to keep a set of keys to your home for emergencies (for example if you were locked out)? Claim: The majority of Democrats would answer this question as: 'Yes' I think this claim is
True
True
0.997817
Democrat
30
Label the input claim as True or False
Question: Do you have any neighbors you would feel comfortable asking to keep a set of keys to your home for emergencies (for example if you were locked out)? Claim: The majority of Democrats would answer this question as: 'No' I think this claim is
False
False
0.957912
Democrat
30
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
True
0.997199
Democrat
30
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: 'Taking technology too far' I think this claim is
False
False
0.974043
Democrat
30
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 Democrats would answer this question as: 'Yes, know someone who does this' I think this claim is
False
False
0.952574
Democrat
30
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 Democrats would answer this question as: 'No, do not know someone who does this' I think this claim is
True
True
0.798187
Democrat
30
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: 'Yes, it is' I think this claim is
True
True
0.999739
Democrat
30
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
0.999665
Democrat
30
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.? Children will have a better/worse standard of living Claim: The majority of Democrats would answer this question as: 'Children will have a better standard of living' I think this claim is
False
True
0.979668
Democrat
30
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.? Children will have a better/worse standard of living Claim: The majority of Democrats would answer this question as: 'Children will have a worse standard of living' I think this claim is
True
False
0.982014
Democrat
30
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
0.993307
Republican
30
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 different' I think this claim is
True
True
0.991423
Republican
30
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
True
0.904651
Republican
30
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
0.99478
Republican
30
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: 'Describes research scientists well' I think this claim is
True
True
0.932453
Republican
30
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
0.985936
Republican
30
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
0.982014
Republican
30
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
True
0.851953
Republican
30
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 an important assignment Claim: The majority of Republicans would answer this question as: 'Yes, have experienced this' I think this claim is
False
False
0.997817
Republican
30
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 an important assignment Claim: The majority of Republicans would answer this question as: 'No, have not experienced this' I think this claim is
True
True
0.989013
Republican
30
Label the input claim as True or False
Question: Is what you know about medical research scientists because you know someone who does this Claim: The majority of Republicans would answer this question as: 'No, do not know someone who does this' I think this claim is
True
True
0.962673
Republican
30
Label the input claim as True or False
Question: Are you currently engaged to be married? Claim: The majority of Republicans would answer this question as: 'Yes, engaged' I think this claim is
False
False
0.999447
Republican
30
Label the input claim as True or False
Question: Are you currently engaged to be married? Claim: The majority of Republicans would answer this question as: 'No, not engaged' I think this claim is
True
True
0.982014
Republican
30
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
0.851953
Republican
30
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: 'No, have not done this' I think this claim is
True
True
0.880797
Republican
30
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
0.984094
Republican
30
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: 'No, did not learn about close relatives you didn't know about' I think this claim is
True
True
0.946597
Republican
30
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: 'Yes, has happened to me' I think this claim is
False
False
0.014064
Republican
30
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
True
0.99539
Republican
30
Label the input claim as True or False
Question: In general, would you say the following statements describes most research scientists well? Honest Claim: The majority of Republicans would answer this question as: 'Describes research scientists well' I think this claim is
True
True
0.998675
Republican
30
Label the input claim as True or False
Question: In general, would you say the following statements describes most research scientists well? Honest Claim: The majority of Republicans would answer this question as: 'Does not describe research scientists well' I think this claim is
False
False
0.997199
Republican
30
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: 'It's best for the future of our country to be active in world affairs' I think this claim is
False
True
0.952574
Republican
30
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: 'We should pay less attention to problems overseas and concentrate on problems here at home' I think this claim is
True
True
0.989013
Republican
30
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 Republicans would answer this question as: 'No, do not have this' I think this claim is
True
False
0.798187
Republican
30
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. Feared for your personal safety Claim: The majority of Republicans would answer this question as: 'Yes, has happened to me' I think this claim is
False
False
0.998968
Republican
30
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. Feared for your personal safety Claim: The majority of Republicans would answer this question as: 'No, has not happened to me' I think this claim is
True
True
0.99593
Republican
30
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 Republicans would answer this question as: 'No, did not learn about this in school' I think this claim is
True
True
0.817574
Republican
30
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
0.970688
Republican
30
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 get worse' I think this claim is
True
True
0.817574
Republican
30
Label the input claim as True or False
Question: Are k-12 public schools 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
True
0.679179
Republican
30
Label the input claim as True or False
Question: Are k-12 public schools 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
True
0.705785
Republican
30
Label the input claim as True or False
Question: Are churches and religious organizations 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
True
True
0.997527
Republican
30
Label the input claim as True or False
Question: Are churches and religious organizations 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
False
False
0.022977
Republican
30
Label the input claim as True or False
Question: Have you ever been a victim of a violent crime, whether a gun was used or not? Claim: The majority of Republicans would answer this question as: 'Yes' I think this claim is
False
False
0.997817
Republican
30
Label the input claim as True or False
Question: Have you ever been a victim of a violent crime, whether a gun was used or not? Claim: The majority of Republicans would answer this question as: 'No' I think this claim is
True
True
0.984094
Republican
30
End of preview. Expand in Data Studio
YAML Metadata Warning: empty or missing yaml metadata in repo card (https://huggingface.co/docs/hub/datasets-cards)

Persona Elicitation

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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