Import data from LM Contamination Index

contamination_report.csv

@@ -1,5 +1,9 @@
 Evaluation Dataset;Subset;Contaminated Source;Model or corpus;Train Split;Development Split;Test Split;Approach;Reference;PR
 
+conll2003;;GPT-3.5;model;100.0;100.0;100.0;model-based;https://hitz-zentroa.github.io/lm-contamination/blog/;7
+nyu-mll/glue;mnli;GPT-3.5;model;100.0;100.0;;model-based;https://hitz-zentroa.github.io/lm-contamination/blog/;7
+rajpurkar/squad_v2;;GPT-3.5;model;100.0;100.0;;model-based;https://hitz-zentroa.github.io/lm-contamination/blog/;7
+
 lama;T-REx;allenai/c4;corpus;;;4.6;data-based;https://arxiv.org/abs/2104.08758;6
 lama;Google-RE;allenai/c4;corpus;;;5.7;data-based;https://arxiv.org/abs/2104.08758;6
 EdinburghNLP/xsum;;allenai/c4;corpus;;;15.49;data-based;https://arxiv.org/abs/2104.08758;6
@@ -15,9 +19,9 @@ nyu-mll/glue;MRPC-sentence-1;allenai/c4;corpus;;;2.7;data-based;https://arxiv.or
 nyu-mll/glue;MRPC-sentence-2;allenai/c4;corpus;;;2.7;data-based;https://arxiv.org/abs/2104.08758;6
 nyu-mll/glue;QNLI-sentence;allenai/c4;corpus;;;53.6;data-based;https://arxiv.org/abs/2104.08758;6
 nyu-mll/glue;QNLI-question;allenai/c4;corpus;;;1.8;data-based;https://arxiv.org/abs/2104.08758;6
-nyu-mll/glue;RTE-sentence-1;allenai/c4;corpus;;;6.0;data-based;https://arxiv.org/abs/2104.08758;6
+nyu-mll/glue;RTE-sentence-1;allenai/c4;corpus;;;6;data-based;https://arxiv.org/abs/2104.08758;6
 nyu-mll/glue;RTE-sentence-2;allenai/c4;corpus;;;10.8;data-based;https://arxiv.org/abs/2104.08758;6
-nyu-mll/glue;SST-2;allenai/c4;corpus;;;11.0;data-based;https://arxiv.org/abs/2104.08758;6
+nyu-mll/glue;SST-2;allenai/c4;corpus;;;11;data-based;https://arxiv.org/abs/2104.08758;6
 nyu-mll/glue;STS-B-sentence-1;allenai/c4;corpus;;;18.3;data-based;https://arxiv.org/abs/2104.08758;6
 nyu-mll/glue;STS-B-sentence-2;allenai/c4;corpus;;;18.6;data-based;https://arxiv.org/abs/2104.08758;6
 nyu-mll/glue;WNLI-sentence-1;allenai/c4;corpus;;;4.8;data-based;https://arxiv.org/abs/2104.08758;6
@@ -41,7 +45,7 @@ UCLNLP/adversarial_qa;dbidaf;togethercomputer/RedPajama-Data-V2;corpus;;;0.0;dat
 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;EleutherAI/pile;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
+UCLNLP/adversarial_qa;droberta;togethercomputer/RedPajama-Data-V2;corpus;;;0.1;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
@@ -49,7 +53,7 @@ aeslc;;EleutherAI/pile;corpus;;;45.49;data-based;https://arxiv.org/abs/2310.2070
 aeslc;;togethercomputer/RedPajama-Data-V2;corpus;;;0.1;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;;;2.10;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;;EleutherAI/pile;corpus;;;1.48;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
 
@@ -104,7 +108,7 @@ nyu-mll/glue;mnli-mismatched;EleutherAI/pile;corpus;;;2.11;data-based;https://ar
 nyu-mll/glue;mnli-mismatched;togethercomputer/RedPajama-Data-V2;corpus;;;2.17;data-based;https://arxiv.org/abs/2310.20707;2
 
 nyu-mll/glue;mrpc;allenai/c4;corpus;;;0.06;data-based;https://arxiv.org/abs/2310.20707;2
-nyu-mll/glue;mrpc;oscar-corpus/OSCAR-2301;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
+nyu-mll/glue;mrpc;oscar-corpus/OSCAR-2301;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 nyu-mll/glue;mrpc;EleutherAI/pile;corpus;;;0.64;data-based;https://arxiv.org/abs/2310.20707;2
 nyu-mll/glue;mrpc;togethercomputer/RedPajama-Data-V2;corpus;;;1.16;data-based;https://arxiv.org/abs/2310.20707;2
 
@@ -113,7 +117,7 @@ nyu-mll/glue;qnli;oscar-corpus/OSCAR-2301;corpus;;;0.04;data-based;https://arxiv
 nyu-mll/glue;qnli;EleutherAI/pile;corpus;;;1.48;data-based;https://arxiv.org/abs/2310.20707;2
 nyu-mll/glue;qnli;togethercomputer/RedPajama-Data-V2;corpus;;;1.21;data-based;https://arxiv.org/abs/2310.20707;2
 
-nyu-mll/glue;rte;allenai/c4;corpus;;;0.20;data-based;https://arxiv.org/abs/2310.20707;2
+nyu-mll/glue;rte;allenai/c4;corpus;;;0.2;data-based;https://arxiv.org/abs/2310.20707;2
 nyu-mll/glue;rte;oscar-corpus/OSCAR-2301;corpus;;;0.17;data-based;https://arxiv.org/abs/2310.20707;2
 nyu-mll/glue;rte;EleutherAI/pile;corpus;;;0.13;data-based;https://arxiv.org/abs/2310.20707;2
 nyu-mll/glue;rte;togethercomputer/RedPajama-Data-V2;corpus;;;67.47;data-based;https://arxiv.org/abs/2310.20707;2
@@ -123,9 +127,9 @@ nyu-mll/glue;stsb;oscar-corpus/OSCAR-2301;corpus;;;3.12;data-based;https://arxiv
 nyu-mll/glue;stsb;EleutherAI/pile;corpus;;;11.09;data-based;https://arxiv.org/abs/2310.20707;2
 nyu-mll/glue;stsb;togethercomputer/RedPajama-Data-V2;corpus;;;9.86;data-based;https://arxiv.org/abs/2310.20707;2
 
-nyu-mll/glue;wnli;allenai/c4;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
-nyu-mll/glue;wnli;oscar-corpus/OSCAR-2301;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
-nyu-mll/glue;wnli;EleutherAI/pile;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
+nyu-mll/glue;wnli;allenai/c4;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
+nyu-mll/glue;wnli;oscar-corpus/OSCAR-2301;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
+nyu-mll/glue;wnli;EleutherAI/pile;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 nyu-mll/glue;wnli;togethercomputer/RedPajama-Data-V2;corpus;;;2.05;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
@@ -134,38 +138,38 @@ head_qa;en;EleutherAI/pile;corpus;;;5.11;data-based;https://arxiv.org/abs/2310.2
 head_qa;en;togethercomputer/RedPajama-Data-V2;corpus;;;5.94;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;;;3.40;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;;EleutherAI/pile;corpus;;;1.94;data-based;https://arxiv.org/abs/2310.20707;2
-health_fact;;togethercomputer/RedPajama-Data-V2;corpus;;;18.70;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
 
-hlgd;;allenai/c4;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
-hlgd;;oscar-corpus/OSCAR-2301;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
-hlgd;;EleutherAI/pile;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
-hlgd;;togethercomputer/RedPajama-Data-V2;corpus;;;0.00;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;;EleutherAI/pile;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
 
 liar;;allenai/c4;corpus;;;29.23;data-based;https://arxiv.org/abs/2310.20707;2
 liar;;oscar-corpus/OSCAR-2301;corpus;;;13.95;data-based;https://arxiv.org/abs/2310.20707;2
 liar;;EleutherAI/pile;corpus;;;10.91;data-based;https://arxiv.org/abs/2310.20707;2
 liar;;togethercomputer/RedPajama-Data-V2;corpus;;;45.05;data-based;https://arxiv.org/abs/2310.20707;2
 
-math_dataset;algebra__linear_1d;allenai/c4;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
-math_dataset;algebra__linear_1d;oscar-corpus/OSCAR-2301;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
-math_dataset;algebra__linear_1d;EleutherAI/pile;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
-math_dataset;algebra__linear_1d;togethercomputer/RedPajama-Data-V2;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
+math_dataset;algebra__linear_1d;allenai/c4;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
+math_dataset;algebra__linear_1d;oscar-corpus/OSCAR-2301;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
+math_dataset;algebra__linear_1d;EleutherAI/pile;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
+math_dataset;algebra__linear_1d;togethercomputer/RedPajama-Data-V2;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 
-math_dataset;algebra__linear_2d;allenai/c4;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
-math_dataset;algebra__linear_2d;oscar-corpus/OSCAR-2301;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
-math_dataset;algebra__linear_2d;EleutherAI/pile;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
-math_dataset;algebra__linear_2d;togethercomputer/RedPajama-Data-V2;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
+math_dataset;algebra__linear_2d;allenai/c4;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
+math_dataset;algebra__linear_2d;oscar-corpus/OSCAR-2301;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
+math_dataset;algebra__linear_2d;EleutherAI/pile;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
+math_dataset;algebra__linear_2d;togethercomputer/RedPajama-Data-V2;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 
-math_dataset;algebra__linear_2d_composed;allenai/c4;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
-math_dataset;algebra__linear_2d_composed;oscar-corpus/OSCAR-2301;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
-math_dataset;algebra__linear_2d_composed;EleutherAI/pile;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
-math_dataset;algebra__linear_2d_composed;togethercomputer/RedPajama-Data-V2;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
+math_dataset;algebra__linear_2d_composed;allenai/c4;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
+math_dataset;algebra__linear_2d_composed;oscar-corpus/OSCAR-2301;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
+math_dataset;algebra__linear_2d_composed;EleutherAI/pile;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
+math_dataset;algebra__linear_2d_composed;togethercomputer/RedPajama-Data-V2;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 
 math_qa;;allenai/c4;corpus;;;0.34;data-based;https://arxiv.org/abs/2310.20707;2
 math_qa;;oscar-corpus/OSCAR-2301;corpus;;;0.03;data-based;https://arxiv.org/abs/2310.20707;2
-math_qa;;EleutherAI/pile;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
+math_qa;;EleutherAI/pile;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 math_qa;;togethercomputer/RedPajama-Data-V2;corpus;;;0.07;data-based;https://arxiv.org/abs/2310.20707;2
 
 mc_taco;;allenai/c4;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
@@ -184,7 +188,7 @@ openai_humaneval;;EleutherAI/pile;corpus;;;0.0;data-based;https://arxiv.org/abs/
 openai_humaneval;;togethercomputer/RedPajama-Data-V2;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 
 paws-x;en;allenai/c4;corpus;;;0.05;data-based;https://arxiv.org/abs/2310.20707;2
-paws-x;en;oscar-corpus/OSCAR-2301;corpus;;;0.00;data-based;https://arxiv.org/abs/2310.20707;2
+paws-x;en;oscar-corpus/OSCAR-2301;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 paws-x;en;EleutherAI/pile;corpus;;;0.15;data-based;https://arxiv.org/abs/2310.20707;2
 paws-x;en;togethercomputer/RedPajama-Data-V2;corpus;;;0.2;data-based;https://arxiv.org/abs/2310.20707;2
 
@@ -232,215 +236,216 @@ scan;addprim_turn;allenai/c4;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.
 scan;addprim_turn;oscar-corpus/OSCAR-2301;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;addprim_turn;EleutherAI/pile;corpus;;;0.08;data-based;https://arxiv.org/abs/2310.20707;2
 scan;addprim_turn;togethercomputer/RedPajama-Data-V2;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
-
+ 
 scan;filler_num0;allenai/c4;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;filler_num0;oscar-corpus/OSCAR-2301;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;filler_num0;EleutherAI/pile;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;filler_num0;togethercomputer/RedPajama-Data-V2;corpus;;;0.9;data-based;https://arxiv.org/abs/2310.20707;2
-
+ 
 scan;length;allenai/c4;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;length;oscar-corpus/OSCAR-2301;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;length;EleutherAI/pile;corpus;;;0.03;data-based;https://arxiv.org/abs/2310.20707;2
 scan;length;togethercomputer/RedPajama-Data-V2;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
-
+ 
 scan;simple;allenai/c4;corpus;;;0.02;data-based;https://arxiv.org/abs/2310.20707;2
 scan;simple;oscar-corpus/OSCAR-2301;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;simple;EleutherAI/pile;corpus;;;0.1;data-based;https://arxiv.org/abs/2310.20707;2
 scan;simple;togethercomputer/RedPajama-Data-V2;corpus;;;0.26;data-based;https://arxiv.org/abs/2310.20707;2
-
+ 
 scan;template_around;allenai/c4;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;template_around;oscar-corpus/OSCAR-2301;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;template_around;EleutherAI/pile;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;template_around;togethercomputer/RedPajama-Data-V2;corpus;;;0.18;data-based;https://arxiv.org/abs/2310.20707;2
-
+ 
 scan;template_jump;allenai/c4;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;template_jump;oscar-corpus/OSCAR-2301;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;template_jump;EleutherAI/pile;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;template_jump;togethercomputer/RedPajama-Data-V2;corpus;;;0.9;data-based;https://arxiv.org/abs/2310.20707;2
-
+ 
 scan;template_opposite;allenai/c4;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;template_opposite;oscar-corpus/OSCAR-2301;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;template_opposite;EleutherAI/pile;corpus;;;0.04;data-based;https://arxiv.org/abs/2310.20707;2
 scan;template_opposite;togethercomputer/RedPajama-Data-V2;corpus;;;0.16;data-based;https://arxiv.org/abs/2310.20707;2
-
+ 
 scan;template_right;allenai/c4;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;template_right;oscar-corpus/OSCAR-2301;corpus;;;0.0;data-based;https://arxiv.org/abs/2310.20707;2
 scan;template_right;EleutherAI/pile;corpus;;;0.11;data-based;https://arxiv.org/abs/2310.20707;2
 scan;template_right;togethercomputer/RedPajama-Data-V2;corpus;;;0.16;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;;EleutherAI/pile;corpus;;;0.86;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
-
+ 
 scitail;snli_format;allenai/c4;corpus;;;0.09;data-based;https://arxiv.org/abs/2310.20707;2
 scitail;snli_format;oscar-corpus/OSCAR-2301;corpus;;;0.38;data-based;https://arxiv.org/abs/2310.20707;2
 scitail;snli_format;EleutherAI/pile;corpus;;;0.28;data-based;https://arxiv.org/abs/2310.20707;2
 scitail;snli_format;togethercomputer/RedPajama-Data-V2;corpus;;;0.71;data-based;https://arxiv.org/abs/2310.20707;2
-
+ 
 scitail;tsv_format;allenai/c4;corpus;;;0.09;data-based;https://arxiv.org/abs/2310.20707;2
 scitail;tsv_format;oscar-corpus/OSCAR-2301;corpus;;;0.38;data-based;https://arxiv.org/abs/2310.20707;2
 scitail;tsv_format;EleutherAI/pile;corpus;;;0.28;data-based;https://arxiv.org/abs/2310.20707;2
 scitail;tsv_format;togethercomputer/RedPajama-Data-V2;corpus;;;0.71;data-based;https://arxiv.org/abs/2310.20707;2
-
+ 
 sem_eval_2014_task_1;;allenai/c4;corpus;;;0.35;data-based;https://arxiv.org/abs/2310.20707;2
 sem_eval_2014_task_1;;oscar-corpus/OSCAR-2301;corpus;;;0.18;data-based;https://arxiv.org/abs/2310.20707;2
 sem_eval_2014_task_1;;EleutherAI/pile;corpus;;;4.89;data-based;https://arxiv.org/abs/2310.20707;2
 sem_eval_2014_task_1;;togethercomputer/RedPajama-Data-V2;corpus;;;52.81;data-based;https://arxiv.org/abs/2310.20707;2
-
+ 
 sick;;allenai/c4;corpus;;;0.31;data-based;https://arxiv.org/abs/2310.20707;2
 sick;;oscar-corpus/OSCAR-2301;corpus;;;0.18;data-based;https://arxiv.org/abs/2310.20707;2
 sick;;EleutherAI/pile;corpus;;;4.79;data-based;https://arxiv.org/abs/2310.20707;2
 sick;;togethercomputer/RedPajama-Data-V2;corpus;;;52.61;data-based;https://arxiv.org/abs/2310.20707;2
-
+ 
 snli;;allenai/c4;corpus;;;0.04;data-based;https://arxiv.org/abs/2310.20707;2
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