v1.1: inclusion criteria, leakage-aware splits, rebuild script for unlicensed sources
3fcd003 verified | key,script,collection,domain,letter,origin,v1.0_train,v1.0_test,within_train_dup,within_test_dup,test_in_train_normalised,near_dup_test_rate,near_dup_clusters_multi,near_dup_test_removed,v1.1_train,v1.1_train_dist,v1.1_test,v1.1_test_dist,cross_domain_exact_train,cross_domain_exact_test,overlap_partners,dropped_domain,dropped_reason,cluster_resplit,near_dup_cross_domain_train,near_dup_cross_domain_test,qa_rows,qa_groups,qa_largest_group,qa_test_questions | |
| Nastaliq/Sentiment Analysis/Domain_A_Twitter_Social_Media,Nastaliq,Sentiment Analysis,Twitter Social Media,A,organic,783,196,2.0,0.0,0.0,0.0102,6.0,2.0,781.0,"{""0"": 399, ""1"": 382}",194.0,"{""0"": 99, ""1"": 95}",0.0,0.0,0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Nastaliq/Sentiment Analysis/Domain_B_Movie_Reviews,Nastaliq,Sentiment Analysis,Movie Reviews,B,translated,7356,1807,11.0,1.0,0.0,0.0006,1.0,1.0,6695.0,"{""0"": 3291, ""1"": 3404}",1638.0,"{""0"": 808, ""1"": 830}",650.0,167.0,Twitter Social Media (817); ,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Nastaliq/Sentiment Analysis/Domain_C_Civic_Social_Topics,Nastaliq,Sentiment Analysis,Civic Social Topics,C,generated,129,33,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0.0,0,0.0,0.0,0,162.0,"too small to evaluate (162 items, 33 in test; minimum is 100 test items)",0.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Nastaliq/Sentiment Analysis/Domain_D_Governance_Political,Nastaliq,Sentiment Analysis,Governance Political,D,organic,685,293,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0.0,0,0.0,0.0,0,978.0,same texts and labels as Sentiment A,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Nastaliq/Sentiment Analysis/Domain_E_Socioeconomic_Agricultural,Nastaliq,Sentiment Analysis,Socioeconomic Agricultural,E,generated,2000,382,343.0,3.0,0.0,0.4301,248.0,0.0,1629.0,"{""0"": 812, ""1"": 817}",407.0,"{""0"": 203, ""1"": 204}",0.0,0.0,0,0.0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Nastaliq/Hate Speech/Domain_A_Social_Media_Offensive,Nastaliq,Hate Speech,Social Media Offensive,A,organic,17408,4223,256.0,12.0,0.0,0.0185,256.0,78.0,17152.0,"{""0"": 10162, ""1"": 6990}",4133.0,"{""0"": 2452, ""1"": 1681}",0.0,0.0,0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Nastaliq/Hate Speech/Domain_B_Social_Media_Hate_Speech,Nastaliq,Hate Speech,Social Media Hate Speech,B,organic,20941,3986,2444.0,140.0,24.0,0.0738,822.0,282.0,18486.0,"{""0"": 8514, ""1"": 9972}",3540.0,"{""0"": 1304, ""1"": 2236}",7.0,0.0,Social Media Offensive (7); ,0.0,0,0.0,4.0,0.0,0.0,0.0,0.0,0.0 | |
| Nastaliq/Hate Speech/Domain_C_Politics_Sports_Health_Family,Nastaliq,Hate Speech,Politics Sports Health Family,C,generated,1360,340,0.0,0.0,0.0,0.2706,141.0,0.0,1360.0,"{""0"": 480, ""1"": 880}",340.0,"{""0"": 120, ""1"": 220}",0.0,0.0,0,0.0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Nastaliq/Hate Speech/Domain_D_Sports_Labor_Arts_Education,Nastaliq,Hate Speech,Sports Labor Arts Education,D,generated,1360,340,0.0,0.0,0.0,0.3864,188.0,0.0,1356.0,"{""0"": 676, ""1"": 680}",339.0,"{""0"": 169, ""1"": 170}",4.0,1.0,Politics Sports Health Family (5); ,0.0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Nastaliq/Hate Speech/Domain_E_Inter_Faith_Sectarian_Ethnic,Nastaliq,Hate Speech,Inter Faith Sectarian Ethnic,E,organic,17407,4222,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0.0,0,0.0,0.0,0,21629.0,same tweets and labels as Hate Speech A (ISE Level-1 re-uses the 22K Offensive pool),0.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Nastaliq/Fake News Detection/Domain_A_Multi_Topic_News,Nastaliq,Fake News Detection,Multi Topic News,A,organic,638,261,4.0,1.0,0.0,0.0,8.0,0.0,634.0,"{""0"": 287, ""1"": 347}",260.0,"{""0"": 112, ""1"": 148}",0.0,0.0,0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Nastaliq/Fake News Detection/Domain_B_Ax_to_Grind,Nastaliq,Fake News Detection,Ax to Grind,B,organic,8066,1746,562.0,28.0,2.0,0.0119,58.0,20.0,7217.0,"{""0"": 3483, ""1"": 3734}",1645.0,"{""0"": 789, ""1"": 856}",186.0,38.0,Multi Topic News (224); ,0.0,0,0.0,101.0,13.0,0.0,0.0,0.0,0.0 | |
| Nastaliq/Fake News Detection/Domain_C_General_Pakistani_News,Nastaliq,Fake News Detection,General Pakistani News,C,organic,18542,4629,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0.0,0,0.0,0.0,0,23171.0,"fake and real items come from two separate files; fake items are largely fact-check verdicts, so the label is predictable from the source",0.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Nastaliq/Fake News Detection/Domain_D_Fact_Checking_Platform,Nastaliq,Fake News Detection,Fact Checking Platform,D,organic,10710,2678,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0.0,0,0.0,0.0,0,13388.0,"real items carry an outlet dateline (""92 News"", 90% of real vs 3.5% of fake items), so the label is predictable from the source",0.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Nastaliq/QA/Domain_A_Religious_Hadith,Nastaliq,QA,Religious Hadith,A,organic,1312,268,0.0,0.0,0.0,0.0,178.0,0.0,992.0,"{""0"": 496, ""1"": 496}",250.0,"{""0"": 125, ""1"": 125}",0.0,0.0,0,0.0,0,0.0,0.0,0.0,621.0,574.0,4.0,125.0 | |
| Nastaliq/QA/Domain_B_General_Knowledge,Nastaliq,QA,General Knowledge,B,organic,9304,2002,2.0,1.0,0.0,0.0021,453.0,4.0,7564.0,"{""0"": 3781, ""1"": 3783}",1889.0,"{""0"": 946, ""1"": 943}",0.0,0.0,0,0.0,0,0.0,0.0,0.0,4730.0,1357.0,938.0,947.0 | |
| Nastaliq/QA/Domain_C_Long_Form_QnA,Nastaliq,QA,Long Form QnA,C,generated,896,224,0.0,0.0,0.0,0.0,111.0,0.0,896.0,"{""0"": 448, ""1"": 448}",224.0,"{""0"": 112, ""1"": 112}",0.0,0.0,0,0.0,0,0.0,0.0,0.0,560.0,70.0,8.0,112.0 | |
| Nastaliq/QA/Domain_D_Short_Form_QnA,Nastaliq,QA,Short Form QnA,D,generated,2768,692,0.0,0.0,0.0,0.0072,336.0,5.0,2764.0,"{""0"": 1382, ""1"": 1382}",691.0,"{""0"": 348, ""1"": 343}",0.0,0.0,0,0.0,0,0.0,0.0,0.0,1730.0,401.0,14.0,348.0 | |
| Roman/Cyber Abuse or Abusive Language/Domain_A_YouTube_Comments,Roman,Cyber Abuse or Abusive Language,YouTube Comments,A,uncertain,4003,865,273.0,11.0,0.0,0.132,298.0,0.0,3469.0,"{""0"": 1658, ""1"": 1811}",866.0,"{""0"": 418, ""1"": 448}",76.0,13.0,General Online Video (89); ,0.0,0,1.0,127.0,33.0,0.0,0.0,0.0,0.0 | |
| Roman/Cyber Abuse or Abusive Language/Domain_B_Content_Creator_Comments,Roman,Cyber Abuse or Abusive Language,Content Creator Comments,B,generated,1040,260,0.0,0.0,0.0,0.6346,236.0,0.0,1040.0,"{""0"": 464, ""1"": 576}",260.0,"{""0"": 116, ""1"": 144}",0.0,0.0,0,0.0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Roman/Cyber Abuse or Abusive Language/Domain_C_Social_Media_Diverse_Vocab,Roman,Cyber Abuse or Abusive Language,Social Media Diverse Vocab,C,generated,1040,260,0.0,0.0,0.0,0.5962,255.0,0.0,1040.0,"{""0"": 480, ""1"": 560}",260.0,"{""0"": 120, ""1"": 140}",0.0,0.0,0,0.0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Roman/Cyber Abuse or Abusive Language/Domain_D_General_Online_Video,Roman,Cyber Abuse or Abusive Language,General Online Video,D,generated,960,240,0.0,0.0,0.0,0.5125,221.0,0.0,960.0,"{""0"": 440, ""1"": 520}",240.0,"{""0"": 110, ""1"": 130}",0.0,0.0,0,0.0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Roman/Product or eCommerce Reviews/Domain_A_Daraz_Ecommerce,Roman,Product or eCommerce Reviews,Daraz Ecommerce,A,organic,13592,3352,100.0,7.0,6.0,0.0135,125.0,45.0,13489.0,"{""Negative"": 3476, ""Neutral"": 1961, ""Positive"": 8052}",3294.0,"{""Negative"": 850, ""Neutral"": 487, ""Positive"": 1957}",2.0,0.0,Restaurant Food (2); ,0.0,0,0.0,1.0,0.0,0.0,0.0,0.0,0.0 | |
| Roman/Product or eCommerce Reviews/Domain_B_Restaurant_Food,Roman,Product or eCommerce Reviews,Restaurant Food,B,organic,600,150,0.0,0.0,0.0,0.0133,2.0,2.0,600.0,"{""Negative"": 34, ""Neutral"": 93, ""Positive"": 473}",148.0,"{""Negative"": 8, ""Neutral"": 23, ""Positive"": 117}",0.0,0.0,0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Roman/Product or eCommerce Reviews/Domain_D_Electronics_Gaming_Delivery,Roman,Product or eCommerce Reviews,General Social Comments,D,organic,22471,4195,3118.0,145.0,11.0,0.003,41.0,12.0,19349.0,"{""Negative"": 6920, ""Neutral"": 4896, ""Positive"": 7533}",4026.0,"{""Negative"": 1380, ""Neutral"": 1158, ""Positive"": 1488}",3.0,1.0,Daraz Ecommerce (4); ,0.0,0,0.0,1.0,0.0,0.0,0.0,0.0,0.0 | |
| Roman/Sentiment Analysis/Domain_A_Mixed_Public_Discourse,Roman,Sentiment Analysis,Mixed Public Discourse,A,organic,19295,2149,17.0,0.0,0.0,0.0037,31.0,8.0,19262.0,"{""0"": 8970, ""1"": 10292}",2140.0,"{""0"": 1001, ""1"": 1139}",11.0,0.0,Social Media Politics Drama (7); YouTube Entertainment (4); ,0.0,0,0.0,5.0,1.0,0.0,0.0,0.0,0.0 | |
| Roman/Sentiment Analysis/Domain_B_Social_Media_Politics_Drama,Roman,Sentiment Analysis,Social Media Politics Drama,B,organic,8799,2194,18.0,2.0,0.0,0.0132,66.0,29.0,8781.0,"{""0"": 4219, ""1"": 4562}",2163.0,"{""0"": 1049, ""1"": 1114}",0.0,0.0,0,0.0,0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Roman/Sentiment Analysis/Domain_C_YouTube_Entertainment,Roman,Sentiment Analysis,YouTube Entertainment,C,organic,16266,3804,664.0,16.0,0.0,0.0071,101.0,27.0,15587.0,"{""0"": 6593, ""1"": 8994}",3759.0,"{""0"": 1630, ""1"": 2129}",12.0,2.0,Social Media Politics Drama (14); ,0.0,0,0.0,3.0,0.0,0.0,0.0,0.0,0.0 | |
| Roman/Sentiment Analysis/Domain_D_Utilities_Apps_Courses,Roman,Sentiment Analysis,Utilities Apps Courses,D,organic,8799,2194,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0.0,0,0.0,0.0,0,10993.0,"same 11,000-review corpus as Roman Sentiment B",0.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Roman/Twitter or Social Media Opinions/Domain_A_Twitter_Political_Social,Roman,Twitter or Social Media Opinions,Twitter Political Social,A,organic,14318,3566,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0,0.0,0,0.0,0.0,0,17884.0,"positive/negative items are the RUSAD corpus (= Roman Sentiment B); all neutral items come from a different source, so the label is predictable from the source",0.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Roman/Twitter or Social Media Opinions/Domain_B_Consumer_Electronics_Gaming,Roman,Twitter or Social Media Opinions,Consumer Electronics Gaming,B,generated,1160,290,0.0,0.0,0.0,0.9069,129.0,0.0,1160.0,"{""Negative"": 393, ""Neutral"": 381, ""Positive"": 386}",290.0,"{""Negative"": 98, ""Neutral"": 96, ""Positive"": 96}",0.0,0.0,0,0.0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Roman/Twitter or Social Media Opinions/Domain_C_Public_Civic_Services,Roman,Twitter or Social Media Opinions,Public Civic Services,C,generated,1160,290,0.0,0.0,0.0,0.8862,141.0,0.0,1160.0,"{""Negative"": 392, ""Neutral"": 387, ""Positive"": 381}",290.0,"{""Negative"": 98, ""Neutral"": 96, ""Positive"": 96}",0.0,0.0,0,0.0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0 | |
| Roman/Twitter or Social Media Opinions/Domain_D_Mixed_Social_Commentary,Roman,Twitter or Social Media Opinions,Mixed Social Commentary,D,generated,1280,320,0.0,0.0,0.0,0.9062,169.0,0.0,1280.0,"{""Negative"": 439, ""Neutral"": 413, ""Positive"": 428}",320.0,"{""Negative"": 110, ""Neutral"": 103, ""Positive"": 107}",0.0,0.0,0,0.0,0,1.0,0.0,0.0,0.0,0.0,0.0,0.0 | |