Visual Grounding on Out-of-Distribution Bar Chart (test)
57AccuracyVRRL (Ours)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| VRRL (Ours)Evaluation Setting=RL, Model Backbone=Qwen2.5-VL-7B-Instruct2026.07 | 57 | — | |
| Multi-SFT -> GRPOEvaluation Setting=RL, Model Backbone=Qwen2.5-VL-7B-Instruct2026.07 | 46.8 | — | |
| Single-SFT -> GRPOEvaluation Setting=RL, Model Backbone=Qwen2.5-VL-7B-Instruct2026.07 | 38.6 | — | |
| VRRL (Ours)Evaluation Setting=RL, Model Backbone=Qwen2.5-VL-3B-Instruct2026.07 | 33.5 | — | |
| Multi-SFT -> GRPOEvaluation Setting=RL, Model Backbone=Qwen2.5-VL-3B-Instruct2026.07 | 30.7 | — | |
| Single-SFT -> GRPOEvaluation Setting=RL, Model Backbone=Qwen2.5-VL-3B-Instruct2026.07 | 27.1 | — | |
| Single-SFTEvaluation Setting=SFT, Model Backbone=Qwen2.5-VL-3B-Instruct2026.07 | 25.7 | — | |
| Reflection TuningEvaluation Setting=SFT, Model Backbone=Qwen2.5-VL-3B-Instruct2026.07 | 25 | — | |
| Multi-SFTEvaluation Setting=SFT, Model Backbone=Qwen2.5-VL-7B-Instruct2026.07 | 20.9 | — | |
| Single-SFTEvaluation Setting=SFT, Model Backbone=Qwen2.5-VL-7B-Instruct2026.07 | 20.3 | — | |
| Qwen2.5-VL-7BSingleEvaluation Setting=Zero-shot, Backbone=7B, Strategy=Single-turn2026.07 | 15.1 | — | |
| Qwen2.5-VL-7B*MultiEvaluation Setting=Zero-shot, Backbone=7B, Strategy=Multi-turn reflection2026.07 | 14.7 | 15.5 | |
| Reflection TuningEvaluation Setting=SFT, Model Backbone=Qwen2.5-VL-7B-Instruct2026.07 | 14.2 | — | |
| Qwen2.5-VL-3BSingleEvaluation Setting=Zero-shot, Backbone=3B, Strategy=Single-turn2026.07 | 13.1 | — | |
| Multi-SFTEvaluation Setting=SFT, Model Backbone=Qwen2.5-VL-3B-Instruct2026.07 | 13.1 | — | |
| Qwen2.5-VL-3B*MultiEvaluation Setting=Zero-shot, Backbone=3B, Strategy=Multi-turn reflection2026.07 | 12 | 14.7 | |
| VL-Rethinker-32BEvaluation Setting=Zero-shot, Backbone=32B2026.07 | 9.5 | — | |
| VL-Rethinker-7BEvaluation Setting=Zero-shot, Backbone=7B2026.07 | 1 | — |