Retrieval-Augmented Question Answering on NQ
100ATRPoisonedRAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PoisonedRAGLLM=GPT-3.52025.08 | 100 | 73 | 3.1 | |
| PoisonedRAGLLM=GPT-42025.08 | 100 | 70 | 3.3 | |
| PoisonedRAGLLM=GPT-4o2025.08 | 100 | 72 | 4.6 | |
| PoisonedRAGLLM=LLaMA-32025.08 | 100 | 97 | 1 | |
| ML-FilterRAGLLM=GPT-3.52025.08 | 4 | 6 | 82.4 | |
| ML-FilterRAGLLM=GPT-42025.08 | 4 | 5 | 82.7 | |
| ML-FilterRAGLLM=GPT-4o2025.08 | 4 | 5 | 82.9 | |
| ML-FilterRAGLLM=LLaMA-32025.08 | 4 | 17 | 54.2 | |
| FilterRAGLLM=GPT-3.5, epsilon=0.22025.08 | 2.5 | 5 | 82.3 | |
| FilterRAGLLM=GPT-4, epsilon=0.22025.08 | 2.5 | 5 | 81.6 | |
| FilterRAGLLM=GPT-4o, epsilon=0.22025.08 | 2.5 | 5 | 82.8 | |
| FilterRAGLLM=LLaMA-3, epsilon=0.22025.08 | 2.5 | 16 | 50 | |
| CleanRAGLLM=GPT-3.52025.08 | 0 | 1 | 83.1 | |
| CleanRAGLLM=GPT-42025.08 | 0 | 2 | 83.3 | |
| CleanRAGLLM=GPT-4o2025.08 | 0 | 2 | 83.1 | |
| CleanRAGLLM=LLaMA-32025.08 | 0 | 14 | 57.5 |