Document-level Relation Extraction on Re-DocRED extreme long-tail (test)
0.5962PrecisionATLOP
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ATLOPBackbone=RoBERTa, Distant Data=DOREMI2026.01 | 0.5962 | 0.5435 | 0.2366 | 0.3388 | 0.3297 | |
| DREEAMBackbone=RoBERTa, Distant Data=DOREMI2026.01 | 0.5862 | 0.4783 | 0.2595 | 0.3598 | 0.3365 | |
| ATLOPBackbone=BERT, Distant Data=DOREMI2026.01 | 0.5806 | 0.4902 | 0.2748 | 0.3731 | 0.3522 | |
| DREEAMBackbone=RoBERTa, Distant Data=D+U2026.01 | 0.5636 | 0.4545 | 0.2366 | 0.3333 | 0.3112 | |
| DREEAMBackbone=BERT, Distant Data=D+U2026.01 | 0.5606 | 0.4821 | 0.2824 | 0.3756 | 0.3562 | |
| ATLOPBackbone=BERT, Distant Data=D+U2026.01 | 0.5161 | 0.4208 | 0.2443 | 0.3316 | 0.3097 | |
| DREEAMBackbone=BERT, Distant Data=DOREMI2026.01 | 0.4921 | 0.4483 | 0.2366 | 0.3196 | 0.3098 | |
| ATLOPBackbone=RoBERTa, Distant Data=D+U2026.01 | 0.4756 | 0.3582 | 0.2977 | 0.3662 | 0.3252 | |
| DREEAMBackbone=RoBERTa, Distant Data=UGDRE2026.01 | 0.3966 | 0.3069 | 0.3511 | 0.3725 | 0.3276 | |
| DREEAMBackbone=BERT, Distant Data=UGDRE2026.01 | 0.3929 | 0.2917 | 0.3359 | 0.3621 | 0.3122 | |
| DREEAMBackbone=BERT, Distant Data=DocRED2026.01 | 0.3538 | 0.1923 | 0.1756 | 0.2347 | 0.1836 | |
| ATLOPBackbone=BERT, Distant Data=UGDRE2026.01 | 0.3333 | 0.194 | 0.4122 | 0.3683 | 0.2639 | |
| ATLOPBackbone=RoBERTa, Distant Data=UGDRE2026.01 | 0.3253 | 0.1765 | 0.4122 | 0.3636 | 0.2471 | |
| DREEAMBackbone=RoBERTa, Distant Data=DocRED2026.01 | 0.3085 | 0.1667 | 0.2214 | 0.2578 | 0.1902 | |
| ATLOPBackbone=RoBERTa, Distant Data=DocRED2026.01 | 0.2711 | 0.1295 | 0.3435 | 0.303 | 0.1881 | |
| ATLOPBackbone=BERT, Distant Data=DocRED2026.01 | 0.2532 | 0.1016 | 0.2977 | 0.2737 | 0.1515 |