Ranking Attack on MS-MARCO Document (Middle)
51.9SRR@10SentAttack
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SentAttackvariant=full method2026.07 | 51.9 | 84.1 | 82.3 | |
| SentAttackIterative Retrieval=true2026.07 | 51.9 | 84.1 | 82.3 | |
| SentAttacknoitIterative Retrieval=false2026.07 | 50.7 | 83.5 | 81.8 | |
| SentAttackSynvariant=gradient-guided synonym substitution only2026.07 | 32.8 | 75.7 | 71.2 | |
| MCARA2026.07 | 28.1 | 66.5 | 61.4 | |
| MCARA2026.07 | 28.1 | 66.5 | 61.4 | |
| TS2026.07 | 27.2 | 58 | 60.3 | |
| TS2026.07 | 27.2 | 58 | 60.3 | |
| PRADA2026.07 | 18.5 | 43.1 | 37.9 | |
| PRADA2026.07 | 18.5 | 43.1 | 37.9 | |
| SentAttackConcatvariant=centroid document concatenation only2026.07 | 15.8 | 39.1 | 28.2 | |
| PAT2026.07 | 13.7 | 36 | 32 | |
| PAT2026.07 | 13.7 | 36 | 32 | |
| TF-IDF2026.07 | 11.1 | 28 | 23.6 | |
| TF-IDF2026.07 | 11.1 | 28 | 23.6 |