Hallucination Detection on Math500
88.89EigenWD M1EigenWD M1
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EigenWD M1Black model=deepseek-chat, Teacher model=Llama-2-7b, Number of samples=10, Teacher forcing=true2026.03 | 88.89 | — | — | — | — | — | |
| EigenWD M1Black model=deepseek-chat, Teacher model=Llama-3.1-8b, Number of samples=10, Teacher forcing=true2026.03 | 87.38 | — | — | — | — | — | |
| EigenWD M1Black model=chatgpt-4o-mini, Teacher model=Llama-3.1-8b, Number of samples=10, Teacher forcing=true2026.03 | 83.29 | — | — | — | — | — | |
| EigenWD M1Black model=chatgpt-4o-mini, Teacher model=Llama-2-7b, Number of samples=10, Teacher forcing=true2026.03 | 78.76 | — | — | — | — | — | |
| EigenWD M1Black model=deepseek-chat, Teacher model=Qwen3-8B, Number of samples=10, Teacher forcing=true2026.03 | 74.65 | — | — | — | — | — | |
| EigenWD M1Black model=chatgpt-4o-mini, Teacher model=Qwen3-8B, Number of samples=10, Teacher forcing=true2026.03 | 68.03 | — | — | — | — | — | |
| DSEBlack model=chatgpt-4o-mini, Teacher model=Llama-2-7b, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | — | — | 56.86 | |
| DSEBlack model=chatgpt-4o-mini, Teacher model=Llama-3.1-8b, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | — | — | 56.86 | |
| DSEBlack model=chatgpt-4o-mini, Teacher model=Qwen3-8B, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | — | — | 56.86 | |
| DSEBlack model=deepseek-chat, Teacher model=Llama-2-7b, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | — | — | 59.97 | |
| DSEBlack model=deepseek-chat, Teacher model=Llama-3.1-8b, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | — | — | 59.97 | |
| DSEBlack model=deepseek-chat, Teacher model=Qwen3-8B, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | — | — | 59.97 | |
| ERBlack model=chatgpt-4o-mini, Teacher model=Llama-2-7b, Number of samples=10, Teacher forcing=true2026.03 | — | 80.99 | — | — | — | — | |
| ERBlack model=chatgpt-4o-mini, Teacher model=Llama-3.1-8b, Number of samples=10, Teacher forcing=true2026.03 | — | 75.56 | — | — | — | — | |
| ERBlack model=chatgpt-4o-mini, Teacher model=Qwen3-8B, Number of samples=10, Teacher forcing=true2026.03 | — | 78.09 | — | — | — | — | |
| ERBlack model=deepseek-chat, Teacher model=Llama-2-7b, Number of samples=10, Teacher forcing=true2026.03 | — | 87.6 | — | — | — | — | |
| ERBlack model=deepseek-chat, Teacher model=Llama-3.1-8b, Number of samples=10, Teacher forcing=true2026.03 | — | 81.74 | — | — | — | — | |
| ERBlack model=deepseek-chat, Teacher model=Qwen3-8B, Number of samples=10, Teacher forcing=true2026.03 | — | 80.14 | — | — | — | — | |
| ESBlack model=chatgpt-4o-mini, Teacher model=Llama-2-7b, Number of samples=10, Teacher forcing=true2026.03 | — | — | 63.07 | — | — | — | |
| ESBlack model=chatgpt-4o-mini, Teacher model=Llama-3.1-8b, Number of samples=10, Teacher forcing=true2026.03 | — | — | 67.94 | — | — | — | |
| ESBlack model=chatgpt-4o-mini, Teacher model=Qwen3-8B, Number of samples=10, Teacher forcing=true2026.03 | — | — | 62.07 | — | — | — | |
| ESBlack model=deepseek-chat, Teacher model=Llama-2-7b, Number of samples=10, Teacher forcing=true2026.03 | — | — | 55.87 | — | — | — | |
| ESBlack model=deepseek-chat, Teacher model=Llama-3.1-8b, Number of samples=10, Teacher forcing=true2026.03 | — | — | 63.81 | — | — | — | |
| ESBlack model=deepseek-chat, Teacher model=Qwen3-8B, Number of samples=10, Teacher forcing=true2026.03 | — | — | 58.03 | — | — | — | |
| LNEBlack model=chatgpt-4o-mini, Teacher model=Llama-2-7b, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | 64.49 | — | — | |
| LNEBlack model=chatgpt-4o-mini, Teacher model=Llama-3.1-8b, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | 61.76 | — | — | |
| LNEBlack model=chatgpt-4o-mini, Teacher model=Qwen3-8B, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | 65.95 | — | — | |
| LNEBlack model=deepseek-chat, Teacher model=Llama-2-7b, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | 53.44 | — | — | |
| LNEBlack model=deepseek-chat, Teacher model=Llama-3.1-8b, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | 54.7 | — | — | |
| LNEBlack model=deepseek-chat, Teacher model=Qwen3-8B, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | 49.52 | — | — | |
| LSBlack model=chatgpt-4o-mini, Teacher model=Llama-2-7b, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | — | 77.95 | — | |
| LSBlack model=chatgpt-4o-mini, Teacher model=Llama-3.1-8b, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | — | 77.95 | — | |
| LSBlack model=chatgpt-4o-mini, Teacher model=Qwen3-8B, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | — | 77.95 | — | |
| LSBlack model=deepseek-chat, Teacher model=Llama-2-7b, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | — | 83.35 | — | |
| LSBlack model=deepseek-chat, Teacher model=Llama-3.1-8b, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | — | 83.35 | — | |
| LSBlack model=deepseek-chat, Teacher model=Qwen3-8B, Number of samples=10, Teacher forcing=true2026.03 | — | — | — | — | 83.35 | — |