Visual Question Answering on BLINK
66.1AccuracyCLAIMDIFF-RL actor-only
Evaluation Results
| Method | Links | |
|---|---|---|
| CLAIMDIFF-RL actor-onlyReward=actor-only, Initialization=Qwen2026.05 | 66.1 | |
| HOLISTIC-RLReference Setting=w/ ref, Initialization=SFT2026.05 | 65.8 | |
| CLAIMDIFF-RL relativeReward=relative, Initialization=SFT2026.05 | 65.28 | |
| Qwen3VL-32B-Instruct2026.05 | 64.9 | |
| HOLISTIC-RLReference Setting=w/o ref, Initialization=SFT2026.05 | 64.3 | |
| CLAIMDIFF-RL actor-onlyReward=actor-only, Initialization=SFT2026.05 | 63.76 | |
| SFT2026.05 | 61.6 | |
| GDRMModel=Qwen3-VL-Thinking (4B), Decoding Strategy=Beam Search, Decoding Framework=GDRM2026.04 | 48.39 | |
| GDRMModel=Qwen3-VL-Thinking (4B), Decoding Strategy=Temp’ Only, Decoding Framework=GDRM2026.04 | 48.29 | |
| RotationCategory=SSL4RL-3B2025.10 | 48.18 | |
| GDRMModel=Qwen3-VL-Thinking (4B), Decoding Strategy=Top-k, Decoding Framework=GDRM2026.04 | 47.71 | |
| GDRMModel=Qwen3-VL-Thinking (4B), Decoding Strategy=η-Sampling, Decoding Framework=GDRM2026.04 | 47.66 | |
| Beam SearchModel=Qwen3-VL-Thinking (4B), Decoding Strategy=Beam Search, Decoding Framework=Baseline2026.04 | 47.4 | |
| η-SamplingModel=Qwen3-VL-Thinking (4B), Decoding Strategy=η-Sampling, Decoding Framework=Baseline2026.04 | 47.13 | |
| ε-SamplingModel=Qwen3-VL-Thinking (4B), Decoding Strategy=ε-Sampling, Decoding Framework=Baseline2026.04 | 46.61 | |
| GDRMModel=Qwen3-VL-Thinking (4B), Decoding Strategy=ε-Sampling, Decoding Framework=GDRM2026.04 | 46.45 | |
| PositionCategory=SSL4RL-3B2025.10 | 46.39 | |
| Temp’ OnlyModel=Qwen3-VL-Thinking (4B), Decoding Strategy=Temp’ Only, Decoding Framework=Baseline2026.04 | 46.08 | |
| GDRMModel=Qwen3-VL-Thinking (4B), Decoding Strategy=Top-p (nucleus), Decoding Framework=GDRM2026.04 | 45.98 | |
| GreedyModel=Qwen3-VL-Thinking (4B), Decoding Strategy=Greedy, Decoding Framework=Baseline2026.04 | 45.71 | |
| GDRMModel=Qwen3-VL-Thinking (4B), Decoding Strategy=Min-p, Decoding Framework=GDRM2026.04 | 45.4 | |
| Min-pModel=Qwen3-VL-Thinking (4B), Decoding Strategy=Min-p, Decoding Framework=Baseline2026.04 | 45.29 | |
| JigsawCategory=SSL4RL-3B2025.10 | 45.18 | |
| Top-p (nucleus)Model=Qwen3-VL-Thinking (4B), Decoding Strategy=Top-p (nucleus), Decoding Framework=Baseline2026.04 | 45.13 | |
| ContrastiveCategory=SSL4RL-3B2025.10 | 45.13 | |
| Top-kModel=Qwen3-VL-Thinking (4B), Decoding Strategy=Top-k, Decoding Framework=Baseline2026.04 | 44.77 | |
| Qwen2.5-VL-3BCategory=Base2025.10 | 42.13 |