Ranking Attack on MS-MARCO Passage Easy
51SRR@100SentAttacknoit
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SentAttacknoitIterative Retrieval=false2026.07 | 51 | 92.3 | 83 | |
| SentAttackIterative Retrieval=true2026.07 | 50.6 | 92.8 | 83.2 | |
| TS2026.07 | 28.6 | 79 | 59.1 | |
| PRADA2026.07 | 28.4 | 68.2 | 51 | |
| MCARA2026.07 | 20.1 | 83.1 | 65.9 | |
| PAT2026.07 | 16.4 | 62.3 | 46.7 | |
| TF-IDF2026.07 | 10.2 | 35.2 | 25.1 | |
| SentAttackvariant=full method2026.07 | 0.506 | 0.928 | 0.832 | |
| SentAttackSynvariant=gradient-guided synonym substitution only2026.07 | 0.423 | 0.842 | 0.709 | |
| TS2026.07 | 0.286 | 0.79 | 0.591 | |
| PRADA2026.07 | 0.284 | 0.682 | 0.51 | |
| MCARA2026.07 | 0.201 | 0.831 | 0.659 | |
| SentAttackConcatvariant=centroid document concatenation only2026.07 | 0.181 | 0.659 | 0.539 | |
| PAT2026.07 | 0.164 | 0.623 | 0.467 | |
| TF-IDF2026.07 | 0.102 | 0.352 | 0.251 |