Hallucination Detection on AMBER sampled 5k
85.99A-ROCVIB-Probe
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VIB-ProbeBase VLM=LLaVA-v1.62026.01 | 85.99 | 85.91 | |
| VIB-ProbeBase VLM=Qwen2.5-VL2026.01 | 85.51 | 85.82 | |
| DHCPBase VLM=LLaVA-v1.62026.01 | 84.77 | 83.64 | |
| DHCPBase VLM=Qwen2.5-VL2026.01 | 84.77 | 83.98 | |
| VIB-ProbeBase VLM=Average2026.01 | 84.46 | 84.28 | |
| DHCPBase VLM=Average2026.01 | 83.7 | 82.95 | |
| VIB-ProbeBase VLM=MiniGPT-42026.01 | 83.4 | 82.94 | |
| DHCPBase VLM=MiniGPT-42026.01 | 83.18 | 82.27 | |
| VIB-ProbeBase VLM=LLaVA-v1.52026.01 | 82.95 | 82.43 | |
| DHCPBase VLM=LLaVA-v1.52026.01 | 82.07 | 81.89 | |
| RepProbingBase VLM=LLaVA-v1.52026.01 | 77.53 | 76.82 | |
| MetaTokenBase VLM=Qwen2.5-VL2026.01 | 75.59 | 75.1 | |
| RepProbingBase VLM=LLaVA-v1.62026.01 | 75.35 | 74.74 | |
| RepProbingBase VLM=Average2026.01 | 74.94 | 74.3 | |
| MetaTokenBase VLM=Average2026.01 | 74.71 | 74.63 | |
| RepProbingBase VLM=Qwen2.5-VL2026.01 | 74.61 | 74.52 | |
| MetaTokenBase VLM=LLaVA-v1.52026.01 | 74.6 | 75.2 | |
| MetaTokenBase VLM=LLaVA-v1.62026.01 | 74.46 | 74.81 | |
| MetaTokenBase VLM=MiniGPT-42026.01 | 74.18 | 73.39 | |
| RepProbingBase VLM=MiniGPT-42026.01 | 72.25 | 71.11 | |
| AvgEntBase VLM=Qwen2.5-VL2026.01 | 66.42 | 66.8 | |
| AvgEntBase VLM=LLaVA-v1.62026.01 | 65.48 | 62.2 | |
| AvgProbBase VLM=LLaVA-v1.62026.01 | 64.81 | 63.79 | |
| AvgProbBase VLM=LLaVA-v1.52026.01 | 64.74 | 60.28 | |
| AvgProbBase VLM=Qwen2.5-VL2026.01 | 64.51 | 63.33 | |
| AvgEntBase VLM=Average2026.01 | 63.8 | 62.49 | |
| AvgProbBase VLM=Average2026.01 | 63.44 | 60.83 | |
| AvgEntBase VLM=LLaVA-v1.52026.01 | 62.05 | 62.43 | |
| AvgEntBase VLM=MiniGPT-42026.01 | 61.25 | 58.53 | |
| AvgProbBase VLM=MiniGPT-42026.01 | 59.68 | 55.9 |