Hallucination Detection on POPE official (val)
99.13A-PRLyapunov Probes
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Lyapunov ProbesModel=LLaVA-1.52026.03 | 99.13 | — | |
| Lyapunov ProbesModel=Qwen-2.5-VL2026.03 | 99 | — | |
| ProbeModel=Qwen-2.5-VL2026.03 | 98.41 | — | |
| ProbeModel=LLaVA-1.52026.03 | 98.08 | — | |
| VIB-ProbeBase VLM=LLaVA-v1.52026.01 | 96.96 | 96.52 | |
| DHCPBase VLM=Qwen2.5-VL2026.01 | 96.52 | 96.8 | |
| VIB-ProbeBase VLM=Qwen2.5-VL2026.01 | 96.4 | 96.98 | |
| RepProbingBase VLM=Qwen2.5-VL2026.01 | 95.89 | 96.82 | |
| VIB-ProbeBase VLM=Average2026.01 | 95.56 | 95.92 | |
| VIB-ProbeBase VLM=LLaVA-v1.62026.01 | 95.51 | 95.99 | |
| MetaTokenBase VLM=Qwen2.5-VL2026.01 | 94.84 | 94.1 | |
| DHCPBase VLM=LLaVA-v1.52026.01 | 94.53 | 94.87 | |
| RepProbingBase VLM=LLaVA-v1.52026.01 | 94.5 | 94.68 | |
| MetaTokenBase VLM=LLaVA-v1.62026.01 | 94.33 | 94.21 | |
| DHCPBase VLM=Average2026.01 | 94.25 | 95.1 | |
| DHCPBase VLM=LLaVA-v1.62026.01 | 94.2 | 94.92 | |
| RepProbingBase VLM=Average2026.01 | 94.14 | 93.92 | |
| RepProbingBase VLM=LLaVA-v1.62026.01 | 93.87 | 93.01 | |
| VIB-ProbeBase VLM=MiniGPT-42026.01 | 93.37 | 94.19 | |
| MetaTokenBase VLM=Average2026.01 | 92.87 | 92.77 | |
| RepProbingBase VLM=MiniGPT-42026.01 | 92.3 | 91.18 | |
| MetaTokenBase VLM=LLaVA-v1.52026.01 | 92.22 | 93.07 | |
| DHCPBase VLM=MiniGPT-42026.01 | 91.76 | 93.8 | |
| MetaTokenBase VLM=MiniGPT-42026.01 | 90.07 | 89.69 | |
| AvgEntBase VLM=LLaVA-v1.62026.01 | 70.66 | 79.51 | |
| AvgEntBase VLM=Qwen2.5-VL2026.01 | 70.2 | 78.99 | |
| AvgEntBase VLM=Average2026.01 | 69.26 | 78.05 | |
| AvgEntBase VLM=MiniGPT-42026.01 | 68.64 | 76.27 | |
| AvgEntBase VLM=LLaVA-v1.52026.01 | 67.52 | 77.43 | |
| AvgProbBase VLM=LLaVA-v1.62026.01 | 66.44 | 63.06 | |
| AvgProbBase VLM=Average2026.01 | 64.57 | 64.29 | |
| AvgProbBase VLM=Qwen2.5-VL2026.01 | 64.55 | 68.28 | |
| AvgProbBase VLM=LLaVA-v1.52026.01 | 63.9 | 64.25 | |
| AvgProbBase VLM=MiniGPT-42026.01 | 63.39 | 61.56 |