Evaluation Dataset;Subset;Contaminated Source;Version;Model or corpus;Train Split;Development Split;Test Split;Approach;Reference;PR AMR-to-Text;;allenai/c4;;corpus;;;10.43;data-based;https://arxiv.org/abs/2104.08758;6 Anagrams 1;;GPT-3;;model;;3.0;;data-based;https://arxiv.org/abs/2005.14165;13 Anagrams 2;;GPT-3;;model;;7.0;;data-based;https://arxiv.org/abs/2005.14165;13 CodeForces2305;;GPT-3.5-turbo;0613;model;;;0.0;model-based;https://arxiv.org/abs/2402.15938;28 CodeForces2305;;GPT-3.5-turbo;1106;model;;;0.0;model-based;https://arxiv.org/abs/2402.15938;28 Cycled Letters;;GPT-3;;model;;1.0;;data-based;https://arxiv.org/abs/2005.14165;13 EdinburghNLP/xsum;;GPT-3.5;;model;0.0;;100.0;model-based;https://arxiv.org/abs/2308.08493;3 EdinburghNLP/xsum;;GPT-3.5;;model;;;79.00;model-based;https://arxiv.org/abs/2311.06233;8 EdinburghNLP/xsum;;GPT-4;;model;0.0;;100.0;model-based;https://arxiv.org/abs/2308.08493;3 EdinburghNLP/xsum;;GPT-4;;model;;;95.00;model-based;https://arxiv.org/abs/2311.06233;8 EdinburghNLP/xsum;;PaLM 2;;model;;;42.0;data-based;https://arxiv.org/abs/2305.10403;13 EdinburghNLP/xsum;;allenai/c4;;corpus;;;15.49;data-based;https://arxiv.org/abs/2104.08758;6 EleutherAI/hendrycks_math;;GPT-4;;model;100.0;;;data-based;https://arxiv.org/abs/2303.08774;11 HumanEval_R;;GPT-3.5-turbo;0613;model;;;9.76;model-based;https://arxiv.org/abs/2402.15938;28 HumanEval_R;;GPT-3.5-turbo;1106;model;;;10.97;model-based;https://arxiv.org/abs/2402.15938;28 RadNLI;;GPT-3.5;;model;0.0;0.0;0.0;model-based;https://arxiv.org/abs/2308.08493;8 RadNLI;;GPT-4;;model;0.0;0.0;0.0;model-based;https://arxiv.org/abs/2308.08493;8 Reversed Words;;GPT-3;;model;;7.0;;data-based;https://arxiv.org/abs/2005.14165;13 Rowan/hellaswag;;CommonCrawl;;corpus;;12.4;;data-based;https://arxiv.org/abs/2310.17589;5 Rowan/hellaswag;;FLAN;;model;;34.5;;data-based;https://arxiv.org/abs/2109.01652;13 Rowan/hellaswag;;GLaM;;model;;19.8;;data-based;https://arxiv.org/abs/2112.06905;13 Rowan/hellaswag;;GPT-3;;model;;2.0;;data-based;https://arxiv.org/abs/2005.14165;13 Rowan/hellaswag;;GPT-4;;model;;;2.0;model-based;https://arxiv.org/abs/2311.09783;10 SAT Analogies;;GPT-3;;model;;1.0;;data-based;https://arxiv.org/abs/2005.14165;13 Symbol Insertion;;GPT-3;;model;;86.0;;data-based;https://arxiv.org/abs/2005.14165;13 UCLNLP/adversarial_qa;adversarialQA;EleutherAI/pile;;corpus;;;0.03;data-based;https://arxiv.org/abs/2310.20707;2 UCLNLP/adversarial_qa;adversarialQA;allenai/c4;;corpus;;;0.03;data-based;https://arxiv.org/abs/2310.20707;2 UCLNLP/adversarial_qa;adversarialQA;oscar-corpus/OSCAR-2301;;corpus;;;0.03;data-based;https://arxiv.org/abs/2310.20707;2 UCLNLP/adversarial_qa;adversarialQA;togethercomputer/RedPajama-Data-V2;;corpus;;;0.03;data-based;https://arxiv.org/abs/2310.20707;2 UCLNLP/adversarial_qa;dbert;EleutherAI/pile;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 UCLNLP/adversarial_qa;dbert;allenai/c4;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 UCLNLP/adversarial_qa;dbert;oscar-corpus/OSCAR-2301;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 UCLNLP/adversarial_qa;dbert;togethercomputer/RedPajama-Data-V2;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 UCLNLP/adversarial_qa;dbidaf;EleutherAI/pile;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 UCLNLP/adversarial_qa;dbidaf;allenai/c4;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 UCLNLP/adversarial_qa;dbidaf;oscar-corpus/OSCAR-2301;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 UCLNLP/adversarial_qa;dbidaf;togethercomputer/RedPajama-Data-V2;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 UCLNLP/adversarial_qa;droberta;EleutherAI/pile;;corpus;;;0.1;data-based;https://arxiv.org/abs/2310.20707;2 UCLNLP/adversarial_qa;droberta;allenai/c4;;corpus;;;0.1;data-based;https://arxiv.org/abs/2310.20707;2 UCLNLP/adversarial_qa;droberta;oscar-corpus/OSCAR-2301;;corpus;;;0.1;data-based;https://arxiv.org/abs/2310.20707;2 UCLNLP/adversarial_qa;droberta;togethercomputer/RedPajama-Data-V2;;corpus;;;0.1;data-based;https://arxiv.org/abs/2310.20707;2 aeslc;;EleutherAI/pile;;corpus;;;45.49;data-based;https://arxiv.org/abs/2310.20707;2 aeslc;;allenai/c4;;corpus;;;1.57;data-based;https://arxiv.org/abs/2310.20707;2 aeslc;;oscar-corpus/OSCAR-2301;;corpus;;;0.31;data-based;https://arxiv.org/abs/2310.20707;2 aeslc;;togethercomputer/RedPajama-Data-V2;;corpus;;;0.1;data-based;https://arxiv.org/abs/2310.20707;2 ag_news;;GPT-3.5;;model;0.0;;0.0;model-based;https://arxiv.org/abs/2308.08493;3 ag_news;;GPT-3.5;;model;;;82.00;model-based;https://arxiv.org/abs/2311.06233;8 ag_news;;GPT-4;;model;100.0;;100.0;model-based;https://arxiv.org/abs/2308.08493;3 ag_news;;GPT-4;;model;;;91.00;model-based;https://arxiv.org/abs/2311.06233;8 allenai/ai2_arc;;CommonCrawl;;corpus;;;28.7;data-based;https://arxiv.org/abs/2310.17589;5 allenai/openbookqa;;FLAN;;model;;15.0;;data-based;https://arxiv.org/abs/2109.01652;13 allenai/openbookqa;;GLaM;;model;;20.0;;data-based;https://arxiv.org/abs/2112.06905;13 allenai/openbookqa;;GPT-3;;model;;;6.0;data-based;https://arxiv.org/abs/2005.14165;13 allenai/openbookqa;;GPT-3.5;;model;;;1.0;model-based;https://arxiv.org/abs/2311.09783;10 allenai/openbookqa;;GPT-4;;model;;;1.0;model-based;https://arxiv.org/abs/2311.09783;10 allenai/openbookqa;;LLaMa 2-13B;;model;;;4.0;model-based;https://arxiv.org/abs/2311.09783;10 allenai/openbookqa;;Mistral-7B;;model;;;10.0;model-based;https://arxiv.org/abs/2311.09783;10 allenai/ropes;;EleutherAI/pile;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 allenai/ropes;;allenai/c4;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 allenai/ropes;;oscar-corpus/OSCAR-2301;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 allenai/ropes;;togethercomputer/RedPajama-Data-V2;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 allenai/scicite;;EleutherAI/pile;;corpus;;;0.86;data-based;https://arxiv.org/abs/2310.20707;2 allenai/scicite;;allenai/c4;;corpus;;;1.78;data-based;https://arxiv.org/abs/2310.20707;2 allenai/scicite;;oscar-corpus/OSCAR-2301;;corpus;;;1.51;data-based;https://arxiv.org/abs/2310.20707;2 allenai/scicite;;togethercomputer/RedPajama-Data-V2;;corpus;;;1.72;data-based;https://arxiv.org/abs/2310.20707;2 amazon_reviews_multi;;EleutherAI/pile;;corpus;;;1.48;data-based;https://arxiv.org/abs/2310.20707;2 amazon_reviews_multi;;allenai/c4;;corpus;;;2.28;data-based;https://arxiv.org/abs/2310.20707;2 amazon_reviews_multi;;oscar-corpus/OSCAR-2301;;corpus;;;2.1;data-based;https://arxiv.org/abs/2310.20707;2 amazon_reviews_multi;;togethercomputer/RedPajama-Data-V2;;corpus;;;2.06;data-based;https://arxiv.org/abs/2310.20707;2 bigbench;;GPT-4;;model;;;100.0;data-based;https://arxiv.org/abs/2303.08774;11 bigbio/mednli;;GPT-3.5;;model;0.0;0.0;0.0;model-based;https://arxiv.org/abs/2308.08493;8 bigbio/mednli;;GPT-4;;model;0.0;0.0;0.0;model-based;https://arxiv.org/abs/2308.08493;8 billsum;;EleutherAI/pile;;corpus;;;0.03;data-based;https://arxiv.org/abs/2310.20707;2 billsum;;allenai/c4;;corpus;;;0.06;data-based;https://arxiv.org/abs/2310.20707;2 billsum;;oscar-corpus/OSCAR-2301;;corpus;;;0.06;data-based;https://arxiv.org/abs/2310.20707;2 billsum;;togethercomputer/RedPajama-Data-V2;;corpus;;;0.06;data-based;https://arxiv.org/abs/2310.20707;2 cais/mmlu;;CommonCrawl;;corpus;;;29.1;data-based;https://arxiv.org/abs/2310.17589;5 cais/mmlu;;GPT-3.5;;model;;;52.0;model-based;https://arxiv.org/abs/2311.09783;10 cais/mmlu;;GPT-4;;model;;;57.0;model-based;https://arxiv.org/abs/2311.09783;10 cais/mmlu;;GPT-4;;model;;;0.6;data-based;https://arxiv.org/abs/2303.08774;11 cais/mmlu;;Mistral-7B;;model;;;1.0;model-based;https://arxiv.org/abs/2311.09783;10 ceval/ceval-exam;;CommonCrawl;;corpus;;45.8;;data-based;https://arxiv.org/abs/2310.17589;5 cimec/lambada;;GLaM;;model;;;21.8;data-based;https://arxiv.org/abs/2112.06905;13 cimec/lambada;;GPT-3;;model;;;43.0;data-based;https://arxiv.org/abs/2005.14165;13 cimec/lambada;;PaLM;;model;;;29.3;data-based;https://arxiv.org/abs/2204.02311;13 conll2003;;GPT-3.5;;model;100.0;100.0;100.0;model-based;https://hitz-zentroa.github.io/lm-contamination/blog/;7 cosmos_qa;;EleutherAI/pile;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 cosmos_qa;;allenai/c4;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 cosmos_qa;;oscar-corpus/OSCAR-2301;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 cosmos_qa;;togethercomputer/RedPajama-Data-V2;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 crows_pairs;;EleutherAI/pile;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 crows_pairs;;allenai/c4;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 crows_pairs;;oscar-corpus/OSCAR-2301;;corpus;;;0.2;data-based;https://arxiv.org/abs/2310.20707;2 crows_pairs;;togethercomputer/RedPajama-Data-V2;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 csebuetnlp/xlsum;;PaLM 2;;model;;;46.9;data-based;https://arxiv.org/abs/2305.10403;13 esnli;;EleutherAI/pile;;corpus;;;1.13;data-based;https://arxiv.org/abs/2310.20707;2 esnli;;allenai/c4;;corpus;;;0.04;data-based;https://arxiv.org/abs/2310.20707;2 esnli;;oscar-corpus/OSCAR-2301;;corpus;;;0.08;data-based;https://arxiv.org/abs/2310.20707;2 esnli;;togethercomputer/RedPajama-Data-V2;;corpus;;;1.24;data-based;https://arxiv.org/abs/2310.20707;2 facebook/anli;dev_r1;FLAN;;model;;98.6;;data-based;https://arxiv.org/abs/2109.01652;13 facebook/anli;dev_r1;GLaM;;model;;96.2;;data-based;https://arxiv.org/abs/2112.06905;13 facebook/anli;dev_r2;FLAN;;model;;97.9;;data-based;https://arxiv.org/abs/2109.01652;13 facebook/anli;dev_r2;GLaM;;model;;96.8;;data-based;https://arxiv.org/abs/2112.06905;13 facebook/anli;dev_r3;FLAN;;model;;40.2;;data-based;https://arxiv.org/abs/2109.01652;13 facebook/anli;dev_r3;GLaM;;model;;40.7;;data-based;https://arxiv.org/abs/2112.06905;13 facebook/anli;test_r1;GPT-3;;model;;;20.0;data-based;https://arxiv.org/abs/2005.14165;13 facebook/anli;test_r2;GPT-3;;model;;;18.0;data-based;https://arxiv.org/abs/2005.14165;13 facebook/anli;test_r3;GPT-3;;model;;;16.0;data-based;https://arxiv.org/abs/2005.14165;13 facebook/flores;;bigscience/bloomz;;model;;100.0;;data-based;https://aclanthology.org/2023.acl-long.891/;20 facebook/flores;;bigscience/bloomz-1b1;;model;;100.0;;data-based;https://aclanthology.org/2023.acl-long.891/;20 facebook/flores;;bigscience/bloomz-1b7;;model;;100.0;;data-based;https://aclanthology.org/2023.acl-long.891/;20 facebook/flores;;bigscience/bloomz-3b;;model;;100.0;;data-based;https://aclanthology.org/2023.acl-long.891/;20 facebook/flores;;bigscience/bloomz-560m;;model;;100.0;;data-based;https://aclanthology.org/2023.acl-long.891/;20 facebook/flores;;bigscience/bloomz-7b1;;model;;100.0;;data-based;https://aclanthology.org/2023.acl-long.891/;20 facebook/flores;;bigscience/mt0-base;;model;;100.0;;data-based;https://aclanthology.org/2023.acl-long.891/;20 facebook/flores;;bigscience/mt0-large;;model;;100.0;;data-based;https://aclanthology.org/2023.acl-long.891/;20 facebook/flores;;bigscience/mt0-small;;model;;100.0;;data-based;https://aclanthology.org/2023.acl-long.891/;20 facebook/flores;;bigscience/mt0-xl;;model;;100.0;;data-based;https://aclanthology.org/2023.acl-long.891/;20 facebook/flores;;bigscience/mt0-xxl;;model;;100.0;;data-based;https://aclanthology.org/2023.acl-long.891/;20 facebook/flores;;bigscience/xP3;;corpus;;100.0;;data-based;https://aclanthology.org/2023.acl-long.891/;20 gigaword;;EleutherAI/pile;;corpus;;;1.18;data-based;https://arxiv.org/abs/2310.20707;2 gigaword;;allenai/c4;;corpus;;;0.15;data-based;https://arxiv.org/abs/2310.20707;2 gigaword;;oscar-corpus/OSCAR-2301;;corpus;;;0.36;data-based;https://arxiv.org/abs/2310.20707;2 gigaword;;togethercomputer/RedPajama-Data-V2;;corpus;;;2.82;data-based;https://arxiv.org/abs/2310.20707;2 gsm8k;;BAAI/Aquila2-34B;;model;;;100.0;model-based;https://huggingface.co/BAAI/Aquila2-34B/blob/main/README.md;21 gsm8k;;BAAI/AquilaChat2-34B;;model;;;100.0;model-based;https://huggingface.co/BAAI/AquilaChat2-34B/blob/main/README.md;21 gsm8k;;EleutherAI/llemma_34b;;model;;;0.15;data-based;https://openreview.net/forum?id=4WnqRR915j;23 gsm8k;;EleutherAI/llemma_7b;;model;;;0.15;data-based;https://openreview.net/forum?id=4WnqRR915j;23 gsm8k;;EleutherAI/proof-pile-2;;corpus;;;0.15;data-based;https://openreview.net/forum?id=4WnqRR915j;23 gsm8k;;GPT-4;;model;100.0;;1.0;data-based;https://arxiv.org/abs/2303.08774;11 gsm8k;;GPT-4;;model;79.00;;;model-based;https://arxiv.org/abs/2311.06233;8 gsm8k;;Qwen/Qwen-14B;;model;0.5;;;model-based;https://arxiv.org/abs/2404.18824;27 gsm8k;;Qwen/Qwen-1_8B;;model;12.8;;0.075;model-based;https://arxiv.org/abs/2404.18824;27 head_qa;en;EleutherAI/pile;;corpus;;;5.11;data-based;https://arxiv.org/abs/2310.20707;2 head_qa;en;allenai/c4;;corpus;;;5.22;data-based;https://arxiv.org/abs/2310.20707;2 head_qa;en;oscar-corpus/OSCAR-2301;;corpus;;;5.29;data-based;https://arxiv.org/abs/2310.20707;2 head_qa;en;togethercomputer/RedPajama-Data-V2;;corpus;;;5.94;data-based;https://arxiv.org/abs/2310.20707;2 health_fact;;EleutherAI/pile;;corpus;;;1.94;data-based;https://arxiv.org/abs/2310.20707;2 health_fact;;allenai/c4;;corpus;;;7.53;data-based;https://arxiv.org/abs/2310.20707;2 health_fact;;oscar-corpus/OSCAR-2301;;corpus;;;3.4;data-based;https://arxiv.org/abs/2310.20707;2 health_fact;;togethercomputer/RedPajama-Data-V2;;corpus;;;18.7;data-based;https://arxiv.org/abs/2310.20707;2 hendrycks/competition_math;;BAAI/Aquila2-34B;;model;3.366;;1.166;model-based;https://arxiv.org/abs/2404.18824;27 hendrycks/competition_math;;BAAI/Aquila2-7B;;model;1;;0.133;model-based;https://arxiv.org/abs/2404.18824;27 hendrycks/competition_math;;EleutherAI/llemma_34b;;model;;;7.72;data-based;https://openreview.net/forum?id=4WnqRR915j;23 hendrycks/competition_math;;EleutherAI/llemma_7b;;model;;;7.72;data-based;https://openreview.net/forum?id=4WnqRR915j;23 hendrycks/competition_math;;EleutherAI/proof-pile-2;;corpus;;;7.72;data-based;https://openreview.net/forum?id=4WnqRR915j;23 hendrycks/competition_math;;Qwen/Qwen-14B;;model;1.766;;1.6;model-based;https://arxiv.org/abs/2404.18824;27 hendrycks/competition_math;;Qwen/Qwen-1_8B;;model;4.533;;1.70;model-based;https://arxiv.org/abs/2404.18824;27 hendrycks/competition_math;;Qwen/Qwen-7B;;model;1.266;;0.766;model-based;https://arxiv.org/abs/2404.18824;27 hendrycks/competition_math;;THUDM/chatglm3-6b;;model;0.70;;0.4;model-based;https://arxiv.org/abs/2404.18824;27 hendrycks/competition_math;;internlm/internlm2-20b;;model;4.733;;0.666;model-based;https://arxiv.org/abs/2404.18824;27 hendrycks/competition_math;;internlm/internlm2-7b;;model;3.033;;0.433;model-based;https://arxiv.org/abs/2404.18824;27 hlgd;;EleutherAI/pile;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 hlgd;;allenai/c4;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 hlgd;;oscar-corpus/OSCAR-2301;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 hlgd;;togethercomputer/RedPajama-Data-V2;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 ibm/duorc;ParaphraseRC;EleutherAI/pile;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 ibm/duorc;ParaphraseRC;allenai/c4;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 ibm/duorc;ParaphraseRC;oscar-corpus/OSCAR-2301;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 ibm/duorc;ParaphraseRC;togethercomputer/RedPajama-Data-V2;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 ibm/duorc;SelfRC;EleutherAI/pile;;corpus;;;0.02;data-based;https://arxiv.org/abs/2310.20707;2 ibm/duorc;SelfRC;allenai/c4;;corpus;;;0.01;data-based;https://arxiv.org/abs/2310.20707;2 ibm/duorc;SelfRC;oscar-corpus/OSCAR-2301;;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2 ibm/duorc;SelfRC;togethercomputer/RedPajama-Data-V2;;corpus;;;0.02;data-based;https://arxiv.org/abs/2310.20707;2 ibragim-bad/arc_challenge;;FLAN;;model;;15.6;;data-based;https://arxiv.org/abs/2109.01652;13 ibragim-bad/arc_challenge;;GLaM;;model;;31.8;;data-based;https://arxiv.org/abs/2112.06905;13 ibragim-bad/arc_challenge;;GPT-3;;model;;;3.0;data-based;https://arxiv.org/abs/2005.14165;13 ibragim-bad/arc_challenge;;GPT-4;;model;;;3.4;data-based;https://arxiv.org/abs/2303.08774;11 ibragim-bad/arc_challenge;;PaLM;;model;;;24.7;data-based;https://arxiv.org/abs/2204.02311;13 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