Document-level Relation Extraction on DocRED Long-Tail Triples (dev)
0.4387PrecisionDREEAM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DREEAMBackbone=BERT, Distant Data=D+U2026.01 | 0.4387 | 0.3444 | 0.2497 | 0.3182 | 0.2895 | |
| DREEAMBackbone=RoBERTa, Distant Data=DOREMI2026.01 | 0.4332 | 0.3492 | 0.2523 | 0.3189 | 0.293 | |
| DREEAMBackbone=RoBERTa, Distant Data=D+U2026.01 | 0.4226 | 0.3261 | 0.2456 | 0.3107 | 0.2802 | |
| ATLOPBackbone=RoBERTa, Distant Data=DOREMI2026.01 | 0.42 | 0.3324 | 0.2362 | 0.3024 | 0.2762 | |
| DREEAMBackbone=BERT, Distant Data=DOREMI2026.01 | 0.3928 | 0.3058 | 0.2483 | 0.3043 | 0.2741 | |
| ATLOPBackbone=BERT, Distant Data=D+U2026.01 | 0.3807 | 0.2744 | 0.2336 | 0.2895 | 0.2523 | |
| ATLOPBackbone=RoBERTa, Distant Data=D+U2026.01 | 0.3713 | 0.2737 | 0.2188 | 0.2753 | 0.2432 | |
| ATLOPBackbone=BERT, Distant Data=DOREMI2026.01 | 0.3634 | 0.2701 | 0.1946 | 0.2535 | 0.2262 | |
| DREEAMBackbone=RoBERTa, Distant Data=UGDRE2026.01 | 0.2656 | 0.1723 | 0.3544 | 0.3036 | 0.2319 | |
| DREEAMBackbone=BERT, Distant Data=UGDRE2026.01 | 0.2649 | 0.1652 | 0.3154 | 0.288 | 0.2168 | |
| ATLOPBackbone=RoBERTa, Distant Data=UGDRE2026.01 | 0.2387 | 0.1399 | 0.4604 | 0.3144 | 0.2146 | |
| ATLOPBackbone=BERT, Distant Data=UGDRE2026.01 | 0.2332 | 0.1293 | 0.4013 | 0.295 | 0.1956 | |
| ATLOPBackbone=BERT, Distant Data=DocRED2026.01 | 0.1917 | 0.0857 | 0.3839 | 0.2557 | 0.1401 | |
| ATLOPBackbone=RoBERTa, Distant Data=DocRED2026.01 | 0.1913 | 0.0876 | 0.4067 | 0.2602 | 0.1442 | |
| DREEAMBackbone=RoBERTa, Distant Data=DocRED2026.01 | 0.1834 | 0.0965 | 0.3047 | 0.2289 | 0.1466 | |
| DREEAMBackbone=BERT, Distant Data=DocRED2026.01 | 0.1714 | 0.0862 | 0.2443 | 0.2013 | 0.1274 |