Adversarial Attack on 2Wiki
78.8ASRLogicPoison
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LogicPoisonLLM=Llama-3.1-8B, Framework=GraphRAG2026.04 | 78.8 | 95 | |
| LogicPoisonLLM=Qwen-3-32B, Framework=GraphRAG2026.04 | 78.6 | 93.2 | |
| LogicPoisonLLM=GPT-4o-mini, Framework=GraphRAG2026.04 | 78.4 | 95.6 | |
| LogicPoisonLLM=Llama-3.1-8B, Framework=GFM-RAG2026.04 | 74.2 | 85.6 | |
| LogicPoisonLLM=GPT-4o-mini, Framework=GFM-RAG2026.04 | 71.6 | 76 | |
| LogicPoisonLLM=Qwen-3-32B, Framework=GFM-RAG2026.04 | 71.4 | 79.8 | |
| Prompt InjectionLLM=Qwen-3-32B, Framework=GraphRAG2026.04 | 59 | 83.4 | |
| Prompt InjectionLLM=GPT-4o-mini, Framework=GraphRAG2026.04 | 58.8 | 80.4 | |
| Prompt InjectionLLM=Llama-3.1-8B, Framework=GraphRAG2026.04 | 57 | 78.2 | |
| DisinformationLLM=GPT-4o-mini, Framework=GraphRAG2026.04 | 54.6 | 75 | |
| DisinformationLLM=Qwen-3-32B, Framework=GraphRAG2026.04 | 54.4 | 74 | |
| DisinformationLLM=Llama-3.1-8B, Framework=GraphRAG2026.04 | 53.6 | 70.4 | |
| DisinformationLLM=Qwen-3-32B, Framework=GFM-RAG2026.04 | 50.4 | 52.8 | |
| Prompt InjectionLLM=Qwen-3-32B, Framework=GFM-RAG2026.04 | 50 | 64 | |
| DisinformationLLM=Llama-3.1-8B, Framework=GFM-RAG2026.04 | 42.4 | 43.2 | |
| DisinformationLLM=GPT-4o-mini, Framework=GFM-RAG2026.04 | 42 | 51.4 | |
| Prompt InjectionLLM=GPT-4o-mini, Framework=GFM-RAG2026.04 | 38.2 | 47.6 | |
| Prompt InjectionLLM=Llama-3.1-8B, Framework=GFM-RAG2026.04 | 30.4 | 32.6 | |
| Naive AttackLLM=Llama-3.1-8B, Framework=GFM-RAG2026.04 | 20.8 | 13.6 | |
| GCG AttackLLM=Llama-3.1-8B, Framework=GFM-RAG2026.04 | 20.4 | 12.4 | |
| GCG AttackLLM=Llama-3.1-8B, Framework=GraphRAG2026.04 | 19.8 | 16.8 | |
| GCG AttackLLM=GPT-4o-mini, Framework=GraphRAG2026.04 | 19.6 | 21.6 | |
| GCG AttackLLM=Qwen-3-32B, Framework=GraphRAG2026.04 | 19.6 | 20 | |
| Naive AttackLLM=Qwen-3-32B, Framework=GFM-RAG2026.04 | 19.4 | 7.2 | |
| GCG AttackLLM=GPT-4o-mini, Framework=GFM-RAG2026.04 | 19.2 | 9.6 | |
| GCG AttackLLM=Qwen-3-32B, Framework=GFM-RAG2026.04 | 19.2 | 7.6 | |
| Naive AttackLLM=Qwen-3-32B, Framework=GraphRAG2026.04 | 19 | 17.2 | |
| Naive AttackLLM=GPT-4o-mini, Framework=GraphRAG2026.04 | 18.8 | 15.6 | |
| Naive AttackLLM=GPT-4o-mini, Framework=GFM-RAG2026.04 | 18.8 | 10 | |
| Naive AttackLLM=Llama-3.1-8B, Framework=GraphRAG2026.04 | 18 | 21.4 |