Model_name stringclasses 10 values | accuracy_Normal float64 89.1 90.6 | accuracy_Adam8bit float64 89.2 90.6 | accuracy_Hybrid float64 88.3 90 | f1_macro_Normal float64 88.6 90.1 | f1_macro_Adam8bit float64 88.7 90.1 | f1_macro_Hybrid float64 87.7 89.6 | f1_weighted_Normal float64 89.1 90.6 | f1_weighted_Adam8bit float64 89.2 90.6 | f1_weighted_Hybrid float64 88.3 90 | precision_Normal float64 88.7 90.2 | precision_Adam8bit float64 88.8 90.2 | precision_Hybrid float64 87.7 89.7 | recall_Normal float64 88.6 90 | recall_Adam8bit float64 88.7 90.1 | recall_Hybrid float64 87.7 89.5 | accuracy_Adam8bit_pct float64 -0.32 0.21 | accuracy_Hybrid_pct float64 -1.57 0.52 | f1_macro_Adam8bit_pct float64 -0.24 0.18 | f1_macro_Hybrid_pct float64 -1.94 0.53 | f1_weighted_Adam8bit_pct float64 -0.33 0.2 | f1_weighted_Hybrid_pct float64 -1.58 0.51 | precision_Adam8bit_pct float64 -0.26 0.14 | precision_Hybrid_pct float64 -1.59 0.52 | recall_Adam8bit_pct float64 -0.23 0.26 | recall_Hybrid_pct float64 -2.23 0.53 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
FacebookAI/roberta-large | 89.867215 | 89.803984 | 89.89883 | 89.439376 | 89.41593 | 89.534963 | 89.887133 | 89.82861 | 89.911048 | 89.593491 | 89.495909 | 89.576317 | 89.319612 | 89.358012 | 89.508516 | -0.070361 | 0.03518 | -0.026214 | 0.106874 | -0.065108 | 0.026606 | -0.108916 | -0.019169 | 0.042992 | 0.211491 |
google-bert/bert-large-uncased | 89.51154 | 89.630098 | 88.721151 | 89.107558 | 89.235129 | 88.122461 | 89.535911 | 89.657896 | 88.749407 | 89.307325 | 89.395243 | 88.242394 | 88.950958 | 89.118045 | 88.043566 | 0.13245 | -0.883002 | 0.143165 | -1.105514 | 0.136242 | -0.878422 | 0.098444 | -1.192435 | 0.187842 | -1.020103 |
FacebookAI/xlm-roberta-large | 89.527347 | 89.717041 | 89.993677 | 89.152118 | 89.312413 | 89.627318 | 89.552841 | 89.73277 | 90.011673 | 89.281707 | 89.367168 | 89.749364 | 89.05898 | 89.288002 | 89.535268 | 0.211883 | 0.520879 | 0.1798 | 0.533022 | 0.200919 | 0.512358 | 0.09572 | 0.5238 | 0.257158 | 0.534801 |
answerdotai/ModernBERT-large | 90.554853 | 90.262409 | 89.574771 | 90.079695 | 89.864299 | 88.993892 | 90.567666 | 90.268902 | 89.587722 | 90.167326 | 89.933532 | 89.168306 | 90.021411 | 89.814668 | 88.847172 | -0.322947 | -1.082308 | -0.239117 | -1.20538 | -0.32988 | -1.082003 | -0.25929 | -1.107962 | -0.22966 | -1.3044 |
facebook/opt-125m | 89.068922 | 89.18748 | 88.318052 | 88.646197 | 88.746984 | 87.702751 | 89.079324 | 89.199524 | 88.341254 | 88.737154 | 88.841612 | 87.74554 | 88.576693 | 88.675315 | 87.682287 | 0.133109 | -0.843021 | 0.113695 | -1.064282 | 0.134935 | -0.828554 | 0.117717 | -1.117473 | 0.111341 | -1.009753 |
facebook/opt-350m | 89.416693 | 89.392981 | 89.037306 | 89.003914 | 88.925712 | 88.618297 | 89.433992 | 89.414314 | 89.044621 | 89.232121 | 89.07922 | 88.733269 | 88.823787 | 88.824808 | 88.516525 | -0.026518 | -0.424291 | -0.087864 | -0.433259 | -0.022002 | -0.435372 | -0.171352 | -0.55905 | 0.001149 | -0.345924 |
Qwen/Qwen3-Reranker-0.6B | 89.606386 | 89.574771 | 88.966171 | 89.143445 | 89.152408 | 88.356148 | 89.623576 | 89.598125 | 88.985935 | 89.274472 | 89.338747 | 88.46872 | 89.038177 | 89.004346 | 88.281362 | -0.035283 | -0.714475 | 0.010055 | -0.88318 | -0.028398 | -0.711465 | 0.071997 | -0.902556 | -0.037995 | -0.849989 |
google-t5/t5-large | 90.460006 | 90.61018 | 89.037306 | 90.020881 | 90.134804 | 88.276916 | 90.476532 | 90.631885 | 89.050665 | 90.036859 | 90.165684 | 88.603012 | 90.037175 | 90.129658 | 88.031521 | 0.166011 | -1.572739 | 0.126551 | -1.93729 | 0.171706 | -1.575952 | 0.14308 | -1.592512 | 0.102716 | -2.227585 |
facebook/bart-large | 90.309832 | 90.143851 | 89.693329 | 89.87335 | 89.705048 | 89.205372 | 90.323859 | 90.16496 | 89.704545 | 89.938645 | 89.754821 | 89.288181 | 89.826938 | 89.678928 | 89.150289 | -0.183791 | -0.682654 | -0.187265 | -0.743243 | -0.175922 | -0.685659 | -0.204389 | -0.723231 | -0.164772 | -0.75328 |
RUCAIBox/mvp | 90.238697 | 90.22289 | 89.685425 | 89.839817 | 89.841984 | 89.191071 | 90.253739 | 90.240965 | 89.700643 | 89.924746 | 89.968171 | 89.293141 | 89.774254 | 89.746045 | 89.107709 | -0.017518 | -0.613121 | 0.002412 | -0.722114 | -0.014154 | -0.612823 | 0.04829 | -0.702371 | -0.031422 | -0.742467 |
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