Multimodal Reasoning on ScienceQA (test)
95.93AccuracyFineViT-VL
Evaluation Results
| Method | Links | |
|---|---|---|
| FineViT-VLLanguage Backbone=Qwen3 1.7B LLM, Evaluation Framework=VLMEvalKit [69]2026.03 | 95.93 | |
| Aquila-VLLanguage Backbone=Qwen2.5 1.5B LLM, Evaluation Framework=VLMEvalKit [69]2026.03 | 95.33 | |
| Intern3.5-VLLanguage Backbone=Qwen3 1.7B LLM, Evaluation Framework=VLMEvalKit [69]2026.03 | 91.17 | |
| CIRCLESSize=7B, Model Family=Qwen2.5-VL2026.03 | 88.35 | |
| RICESSize=7B, Model Family=Qwen2.5-VL2026.03 | 88.05 | |
| MUIERSize=7B, Model Family=Qwen2.5-VL2026.03 | 87.9 | |
| Qwen3-VLLanguage Backbone=Qwen3 1.7B LLM, Evaluation Framework=VLMEvalKit [69]2026.03 | 86.47 | |
| RandomSize=7B, Model Family=Qwen2.5-VL2026.03 | 85.18 | |
| MoD-Multi RoundBackbone=Qwen2.5VL-3b-Instruct, Protocol=multi-turn dialectical reasoning2026.06 | 81.71 | |
| Multi-Agent DebateBackbone=Qwen2.5VL-3b-Instruct2026.06 | 81.62 | |
| Self-CorrectionBackbone=Qwen2.5VL-3b-Instruct2026.06 | 81.57 | |
| Qwen2.5VL-3b-Instruct2026.06 | 81.4 | |
| CIRCLESSize=3B, Model Family=Qwen2.5-VL2026.03 | 80.71 | |
| MUIERSize=3B, Model Family=Qwen2.5-VL2026.03 | 80.66 | |
| MoD-Single RoundBackbone=Qwen2.5VL-3b-Instruct, Protocol=single-round inference2026.06 | 80.66 | |
| MoE-LoRABackbone=Qwen2.5VL-3b-Instruct2026.06 | 80.45 | |
| RICESSize=3B, Model Family=Qwen2.5-VL2026.03 | 80.12 | |
| RandomSize=3B, Model Family=Qwen2.5-VL2026.03 | 78.33 | |
| Gemma-3-4B2026.06 | 77.1 | |
| MoD-Multi RoundBackbone=LLaVA-v1.6-13b, Protocol=multi-turn dialectical reasoning2026.06 | 75.21 | |
| MoE-LoRABackbone=LLaVA-v1.6-13b2026.06 | 74.51 | |
| MoD-Single RoundBackbone=LLaVA-v1.6-13b, Protocol=single-round inference2026.06 | 74.51 | |
| Multi-Agent DebateBackbone=LLaVA-v1.6-13b2026.06 | 74.31 | |
| Self-CorrectionBackbone=LLaVA-v1.6-13b2026.06 | 74.16 | |
| LLaVA-v1.6-13b2026.06 | 73.62 | |
| LLaVA-Next-Mistral-7B2026.06 | 73 | |
| ShareGPT4V-13B2026.06 | 72.6 | |
| Qwen-VL-Chat2026.06 | 68.8 | |
| MoE-LLaVA-2.7Bx42026.06 | 68.5 | |
| MoE-LLaVA-1.8Bx42026.06 | 63.1 | |
| InstructBLIP-7B2026.06 | 54.1 |