Hallucination Detection on TriviaQA (40% test)
91AUROCACSE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ACSELLM Architecture=Qwen-7B2026.05 | 91 | 25 | 19 | 89 | 90 | |
| ACSELLM Architecture=Mistral-7B2026.05 | 89 | 28 | 24 | 88 | 87 | |
| ACSELLM Architecture=LLaMA-2-7B2026.05 | 86 | 35 | 29 | 83 | 84 | |
| ACSELLM Architecture=Falcon-7B2026.05 | 84 | 38 | 32 | 81 | 82 | |
| CAPLLM Architecture=Qwen-7B2026.05 | 84 | 43 | 36 | 81 | 83 | |
| DDCRP-CPLLM Architecture=Qwen-7B2026.05 | 82 | 47 | 40 | 79 | 81 | |
| CAPLLM Architecture=Mistral-7B2026.05 | 80 | 48 | 41 | 79 | 76 | |
| CAPLLM Architecture=LLaMA-2-7B2026.05 | 79 | 48 | 41 | 76 | 76 | |
| SULLM Architecture=Qwen-7B2026.05 | 79 | 50 | 43 | 77 | 78 | |
| DDCRP-CPLLM Architecture=Mistral-7B2026.05 | 77 | 52 | 46 | 76 | 74 | |
| DDCRP-CPLLM Architecture=LLaMA-2-7B2026.05 | 77 | 52 | 45 | 74 | 74 | |
| CAPLLM Architecture=Falcon-7B2026.05 | 76 | 54 | 46 | 73 | 74 | |
| SULLM Architecture=LLaMA-2-7B2026.05 | 75 | 56 | 49 | 72 | 72 | |
| DDCRP-CPLLM Architecture=Falcon-7B2026.05 | 74 | 57 | 49 | 71 | 72 | |
| EigVLLM Architecture=Qwen-7B2026.05 | 74 | 61 | 54 | 71 | 72 | |
| SULLM Architecture=Mistral-7B2026.05 | 73 | 55 | 49 | 73 | 72 | |
| SULLM Architecture=Falcon-7B2026.05 | 72 | 60 | 53 | 70 | 68 | |
| EigVLLM Architecture=Mistral-7B2026.05 | 71 | 65 | 58 | 69 | 69 | |
| P(True)LLM Architecture=Mistral-7B2026.05 | 70 | 72 | 65 | 68 | 65 | |
| P(True)LLM Architecture=Qwen-7B2026.05 | 70 | 72 | 65 | 67 | 68 | |
| EigVLLM Architecture=LLaMA-2-7B2026.05 | 69 | 66 | 59 | 66 | 67 | |
| EigVLLM Architecture=Falcon-7B2026.05 | 67 | 72 | 64 | 62 | 64 | |
| TELLM Architecture=Mistral-7B2026.05 | 65 | 78 | 72 | 63 | 61 | |
| P(True)LLM Architecture=LLaMA-2-7B2026.05 | 65 | 77 | 69 | 61 | 61 | |
| TELLM Architecture=Qwen-7B2026.05 | 64 | 80 | 72 | 61 | 62 | |
| P(True)LLM Architecture=Falcon-7B2026.05 | 61 | 81 | 74 | 58 | 59 | |
| TELLM Architecture=LLaMA-2-7B2026.05 | 59 | 85 | 78 | 56 | 55 | |
| TELLM Architecture=Falcon-7B2026.05 | 55 | 89 | 82 | 53 | 52 |