Medical Visual Question Answering on Pooled Medical VQA Datasets Open
0.014ECEHistogram Binning
Evaluation results
| Method | Links | |
|---|---|---|
| Histogram BinningModel=Qwen3-VL-2B, Confidence Source=Verbalized2026.04 | 0.014 | |
| Platt ScalingModel=LLaVA-NeXT-7B, Confidence Source=Verbalized2026.04 | 0.02 | |
| Isotonic RegressionModel=Qwen3-VL-32B, Confidence Source=Sampling2026.04 | 0.021 | |
| Isotonic RegressionModel=InternVL3-8B, Confidence Source=Verbalized2026.04 | 0.022 | |
| Histogram BinningModel=Qwen3-VL-32B, Confidence Source=Verbalized2026.04 | 0.023 | |
| Isotonic RegressionModel=Qwen3-VL-2B, Confidence Source=Verbalized2026.04 | 0.024 | |
| Histogram BinningModel=InternVL3-8B, Confidence Source=Verbalized2026.04 | 0.024 | |
| Histogram BinningModel=InternVL3-38B, Confidence Source=Verbalized2026.04 | 0.024 | |
| Isotonic RegressionModel=InternVL3-2B, Confidence Source=Verbalized2026.04 | 0.025 | |
| Isotonic RegressionModel=InternVL3-38B, Confidence Source=Verbalized2026.04 | 0.027 | |
| Histogram BinningModel=InternVL3-2B, Confidence Source=Verbalized2026.04 | 0.028 | |
| Isotonic RegressionModel=Qwen3-VL-8B, Confidence Source=Sampling2026.04 | 0.031 | |
| Histogram BinningModel=Qwen3-VL-32B, Confidence Source=Sampling2026.04 | 0.032 | |
| Histogram BinningModel=Qwen3-VL-8B, Confidence Source=Sampling2026.04 | 0.033 | |
| Platt ScalingModel=Qwen3-VL-2B, Confidence Source=Verbalized2026.04 | 0.034 | |
| Histogram BinningModel=Qwen3-VL-8B, Confidence Source=Verbalized2026.04 | 0.034 | |
| Isotonic RegressionModel=Qwen3-VL-2B, Confidence Source=Sampling2026.04 | 0.035 | |
| Histogram BinningModel=LLaVA-NeXT-7B, Confidence Source=Verbalized2026.04 | 0.035 | |
| Isotonic RegressionModel=LLaVA-NeXT-7B, Confidence Source=Verbalized2026.04 | 0.037 | |
| Platt ScalingModel=Qwen3-VL-32B, Confidence Source=Sampling2026.04 | 0.04 | |
| Isotonic RegressionModel=Qwen3-VL-32B, Confidence Source=Verbalized2026.04 | 0.04 | |
| Platt ScalingModel=InternVL3-2B, Confidence Source=Verbalized2026.04 | 0.042 | |
| Platt ScalingModel=Qwen3-VL-32B, Confidence Source=Verbalized2026.04 | 0.043 | |
| Isotonic RegressionModel=Qwen3-VL-8B, Confidence Source=Verbalized2026.04 | 0.044 | |
| Platt ScalingModel=Qwen3-VL-8B, Confidence Source=Sampling2026.04 | 0.047 | |
| Isotonic RegressionModel=InternVL3-38B, Confidence Source=Sampling2026.04 | 0.048 | |
| Isotonic RegressionModel=LLaVA-NeXT-7B, Confidence Source=Sampling2026.04 | 0.048 | |
| Isotonic RegressionModel=InternVL3-8B, Confidence Source=Sampling2026.04 | 0.05 | |
| Histogram BinningModel=LLaVA-NeXT-34B, Confidence Source=Verbalized2026.04 | 0.05 | |
| Platt ScalingModel=Qwen3-VL-8B, Confidence Source=Verbalized2026.04 | 0.052 | |
| Isotonic RegressionModel=LLaVA-NeXT-34B, Confidence Source=Verbalized2026.04 | 0.052 | |
| Histogram BinningModel=Qwen3-VL-2B, Confidence Source=Sampling2026.04 | 0.053 | |
| Platt ScalingModel=InternVL3-8B, Confidence Source=Verbalized2026.04 | 0.055 | |
| Histogram BinningModel=LLaVA-NeXT-7B, Confidence Source=Sampling2026.04 | 0.055 | |
| Platt ScalingModel=LLaVA-NeXT-34B, Confidence Source=Verbalized2026.04 | 0.055 | |
| Histogram BinningModel=InternVL3-38B, Confidence Source=Sampling2026.04 | 0.058 | |
| Histogram BinningModel=InternVL3-8B, Confidence Source=Sampling2026.04 | 0.06 | |
| HAC-PlattModel=LLaVA-NeXT-7B, Confidence Source=Verbalized2026.04 | 0.061 | |
| HAC-GateModel=Qwen3-VL-8B, Confidence Source=Sampling2026.04 | 0.063 | |
| HAC-PlattModel=Qwen3-VL-32B, Confidence Source=Verbalized2026.04 | 0.063 | |
| Platt ScalingModel=Qwen3-VL-2B, Confidence Source=Sampling2026.04 | 0.064 | |
| Platt ScalingModel=LLaVA-NeXT-7B, Confidence Source=Sampling2026.04 | 0.064 | |
| Isotonic RegressionModel=LLaVA-NeXT-34B, Confidence Source=Sampling2026.04 | 0.064 | |
| HAC-GateModel=Qwen3-VL-32B, Confidence Source=Verbalized2026.04 | 0.066 | |
| HAC-GateModel=Qwen3-VL-8B, Confidence Source=Verbalized2026.04 | 0.067 | |
| HAC-PlattModel=LLaVA-NeXT-7B, Confidence Source=Sampling2026.04 | 0.068 | |
| HAC-GateModel=LLaVA-NeXT-7B, Confidence Source=Verbalized2026.04 | 0.068 | |
| Histogram BinningModel=InternVL3-2B, Confidence Source=Sampling2026.04 | 0.069 | |
| HAC-PlattModel=InternVL3-8B, Confidence Source=Verbalized2026.04 | 0.07 | |
| HAC-PlattModel=Qwen3-VL-8B, Confidence Source=Verbalized2026.04 | 0.071 | |
| Platt ScalingModel=InternVL3-2B, Confidence Source=Sampling2026.04 | 0.071 | |
| HAC-GateModel=LLaVA-NeXT-7B, Confidence Source=Sampling2026.04 | 0.071 | |
| HAC-PlattModel=Qwen3-VL-2B, Confidence Source=Verbalized2026.04 | 0.072 | |
| HAC-PlattModel=Qwen3-VL-8B, Confidence Source=Sampling2026.04 | 0.072 | |
| HAC-PlattModel=LLaVA-NeXT-34B, Confidence Source=Sampling2026.04 | 0.072 | |
| Platt ScalingModel=InternVL3-38B, Confidence Source=Sampling2026.04 | 0.073 | |
| HAC-GateModel=InternVL3-8B, Confidence Source=Verbalized2026.04 | 0.074 | |
| HAC-GateModel=Qwen3-VL-32B, Confidence Source=Sampling2026.04 | 0.075 | |
| Platt ScalingModel=InternVL3-8B, Confidence Source=Sampling2026.04 | 0.075 | |
| Platt ScalingModel=InternVL3-38B, Confidence Source=Verbalized2026.04 | 0.075 | |
| HAC-PlattModel=InternVL3-38B, Confidence Source=Sampling2026.04 | 0.075 | |
| HAC-PlattModel=Qwen3-VL-2B, Confidence Source=Sampling2026.04 | 0.076 | |
| HAC-GateModel=Qwen3-VL-2B, Confidence Source=Verbalized2026.04 | 0.076 | |
| HAC-GateModel=InternVL3-38B, Confidence Source=Sampling2026.04 | 0.076 | |
| HAC-GateModel=LLaVA-NeXT-34B, Confidence Source=Sampling2026.04 | 0.076 | |
| Isotonic RegressionModel=InternVL3-2B, Confidence Source=Sampling2026.04 | 0.078 | |
| Histogram BinningModel=LLaVA-NeXT-34B, Confidence Source=Sampling2026.04 | 0.079 | |
| HAC-PlattModel=Qwen3-VL-32B, Confidence Source=Sampling2026.04 | 0.081 | |
| HAC-PlattModel=InternVL3-2B, Confidence Source=Sampling2026.04 | 0.082 | |
| HAC-PlattModel=InternVL3-8B, Confidence Source=Sampling2026.04 | 0.083 | |
| HAC-GateModel=InternVL3-8B, Confidence Source=Sampling2026.04 | 0.084 | |
| Platt ScalingModel=LLaVA-NeXT-34B, Confidence Source=Sampling2026.04 | 0.084 | |
| HAC-PlattModel=InternVL3-2B, Confidence Source=Verbalized2026.04 | 0.087 | |
| HAC-GateModel=InternVL3-2B, Confidence Source=Sampling2026.04 | 0.087 | |
| HAC-PlattModel=LLaVA-NeXT-34B, Confidence Source=Verbalized2026.04 | 0.089 | |
| HAC-GateModel=LLaVA-NeXT-34B, Confidence Source=Verbalized2026.04 | 0.09 | |
| HAC-GateModel=Qwen3-VL-2B, Confidence Source=Sampling2026.04 | 0.091 | |
| HAC-GateModel=InternVL3-2B, Confidence Source=Verbalized2026.04 | 0.093 | |
| HAC-PlattModel=InternVL3-38B, Confidence Source=Verbalized2026.04 | 0.094 | |
| HAC-GateModel=InternVL3-38B, Confidence Source=Verbalized2026.04 | 0.097 | |
| UncalibratedModel=InternVL3-8B, Confidence Source=Sampling2026.04 | 0.23 | |
| UncalibratedModel=InternVL3-2B, Confidence Source=Sampling2026.04 | 0.25 | |
| UncalibratedModel=LLaVA-NeXT-7B, Confidence Source=Sampling2026.04 | 0.259 | |
| UncalibratedModel=InternVL3-38B, Confidence Source=Sampling2026.04 | 0.294 | |
| UncalibratedModel=Qwen3-VL-32B, Confidence Source=Verbalized2026.04 | 0.321 | |
| UncalibratedModel=Qwen3-VL-32B, Confidence Source=Sampling2026.04 | 0.351 | |
| UncalibratedModel=InternVL3-8B, Confidence Source=Verbalized2026.04 | 0.353 | |
| UncalibratedModel=LLaVA-NeXT-34B, Confidence Source=Sampling2026.04 | 0.355 | |
| UncalibratedModel=Qwen3-VL-2B, Confidence Source=Sampling2026.04 | 0.356 | |
| UncalibratedModel=Qwen3-VL-8B, Confidence Source=Verbalized2026.04 | 0.363 | |
| UncalibratedModel=Qwen3-VL-8B, Confidence Source=Sampling2026.04 | 0.401 | |
| UncalibratedModel=InternVL3-38B, Confidence Source=Verbalized2026.04 | 0.407 | |
| UncalibratedModel=Qwen3-VL-2B, Confidence Source=Verbalized2026.04 | 0.414 | |
| UncalibratedModel=InternVL3-2B, Confidence Source=Verbalized2026.04 | 0.421 | |
| UncalibratedModel=LLaVA-NeXT-7B, Confidence Source=Verbalized2026.04 | 0.541 | |
| UncalibratedModel=LLaVA-NeXT-34B, Confidence Source=Verbalized2026.04 | 0.556 |