Retrieval on MS MARCO (Target@5, ∆NT@5)
4.89Target@5CAREATTACK Stage 1
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CAREATTACK Stage 1Retriever=BGE-M32026.06 | 4.89 | 1.7 | |
| CAREATTACK FullRetriever=BGE-M32026.06 | 4.89 | 1.7 | |
| CAREATTACK Stage 1Retriever=Qwen3-Embedding-0.6B2026.06 | 4.87 | 3.12 | |
| MEMITRetriever=Qwen3-Embedding-0.6B2026.06 | 4.86 | 3.83 | |
| CAREATTACK FullRetriever=Qwen3-Embedding-0.6B2026.06 | 4.84 | 2.09 | |
| MEMITRetriever=BGE-M32026.06 | 4.8 | 0.93 | |
| PoisonedRAG-WBRetriever=BGE-M32026.06 | 4.68 | 0 | |
| LoRARetriever=Qwen3-Embedding-0.6B2026.06 | 4.41 | 15.05 | |
| PoisonedRAG-WBRetriever=Qwen3-Embedding-0.6B2026.06 | 4.29 | 0 | |
| PoisonedRAG-BBRetriever=Qwen3-Embedding-0.6B2026.06 | 4.09 | 0.01 | |
| PoisonedRAG-BBRetriever=BGE-M32026.06 | 4.04 | 0 | |
| LoRARetriever=BGE-M32026.06 | 3.81 | 42.73 | |
| Base RetrieverRetriever=BGE-M32026.06 | 2.41 | 0 | |
| Base RetrieverRetriever=Qwen3-Embedding-0.6B2026.06 | 1.87 | 0 |