Ranking Attack on MS-MARCO Passage (Hard)
31.2SRR@100SentAttack
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SentAttackvariant=full method2026.07 | 31.2 | 54.9 | 53.3 | |
| SentAttackIterative Retrieval=true2026.07 | 31.2 | 54.9 | 53.3 | |
| SentAttacknoitIterative Retrieval=false2026.07 | 30.8 | 54.2 | 52.7 | |
| MCARA2026.07 | 15.3 | 41.1 | 40.2 | |
| MCARA2026.07 | 15.3 | 41.1 | 40.2 | |
| SentAttackSynvariant=gradient-guided synonym substitution only2026.07 | 12.1 | 32.5 | 30.9 | |
| PRADA2026.07 | 10.6 | 31.5 | 30.1 | |
| PRADA2026.07 | 10.6 | 31.5 | 30.1 | |
| TS2026.07 | 8.4 | 27.6 | 26.9 | |
| TS2026.07 | 8.4 | 27.6 | 26.9 | |
| PAT2026.07 | 5.3 | 23.4 | 21.5 | |
| PAT2026.07 | 5.3 | 23.4 | 21.5 | |
| SentAttackConcatvariant=centroid document concatenation only2026.07 | 2.2 | 12.1 | 11.6 | |
| TF-IDF2026.07 | 2.1 | 10.5 | 10.3 | |
| TF-IDF2026.07 | 2.1 | 10.5 | 10.3 |