Retrieval-Augmented Question Answering on MS-MARCO
98ATRPoisonedRAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PoisonedRAGLLM=GPT-3.52025.08 | 98 | 72 | 7.4 | |
| PoisonedRAGLLM=GPT-42025.08 | 98 | 71 | 10.7 | |
| PoisonedRAGLLM=GPT-4o2025.08 | 98 | 75 | 10.2 | |
| PoisonedRAGLLM=LLaMA-32025.08 | 98 | 96 | 3 | |
| ML-FilterRAGLLM=GPT-3.52025.08 | 15.5 | 11 | 76.2 | |
| ML-FilterRAGLLM=GPT-42025.08 | 15.5 | 11 | 77.7 | |
| ML-FilterRAGLLM=GPT-4o2025.08 | 15.5 | 11.2 | 78.2 | |
| ML-FilterRAGLLM=LLaMA-32025.08 | 15.5 | 31.8 | 62.9 | |
| FilterRAGLLM=GPT-3.5, epsilon=0.22025.08 | 12.5 | 12 | 72.1 | |
| FilterRAGLLM=GPT-4, epsilon=0.22025.08 | 12.5 | 11 | 72.9 | |
| FilterRAGLLM=GPT-4o, epsilon=0.22025.08 | 12.5 | 11 | 70.6 | |
| FilterRAGLLM=LLaMA-3, epsilon=0.22025.08 | 12.5 | 32 | 59.6 | |
| CleanRAGLLM=GPT-3.52025.08 | 0 | 6 | 85.9 | |
| CleanRAGLLM=GPT-42025.08 | 0 | 5 | 85.1 | |
| CleanRAGLLM=GPT-4o2025.08 | 0 | 5 | 86.7 | |
| CleanRAGLLM=LLaMA-32025.08 | 0 | 31 | 66.7 |