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92.4mIoUQwen3-8B (Ours)
8.99230.64652.373.954Mar 23, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Qwen3-8B (Ours)Model Category=Reasoning Models, Protocol=Ours2026.0392.40.1451000.51
Qwen2.5-7B (Ours)Model Category=Instruct Models, Protocol=Ours2026.0387.90.1791000.627
Cosmos-7B (Ours)Model Category=Reasoning Models, Protocol=Ours2026.0387.50.2341000.592
Qwen3 (Vanilla GRPO)Model Category=Reasoning Models, Protocol=Vanilla GRPO2026.03850.27495.40.684
Qwen2.5-VL-7B (Ours)Model Category=Instruct Models, Protocol=Ours2026.0379.80.22896.10.613
LayoutGPT (Gemini-2.5)Model Category=Large Language Models, Protocol=Zero-shot, Backbone=Gemini-2.52026.0378.10.47198.20.709
Deepseek-R1Model Category=Large Language Models, Protocol=Zero-shot2026.0377.60.56690.30.783
LayoutGPT (Qwen3-235B)Model Category=Large Language Models, Protocol=Zero-shot, Backbone=Qwen3-235B2026.0376.30.51897.10.91
Gemini 2.5 FlashModel Category=Large Language Models, Protocol=Zero-shot2026.0374.60.45896.81.84
Cosmos-7B (Vanilla GRPO)Model Category=Reasoning Models, Protocol=Vanilla GRPO2026.0372.90.29793.70.811
Gemini 2.5 ProModel Category=Large Language Models, Protocol=Zero-shot2026.0372.40.59397.62.18
Qwen2.5-VL-7B (CoT-SFT)Model Category=Instruct Models, Protocol=CoT-SFT2026.0371.30.3384.70.853
Qwen2.5-7B (CoT-SFT)Model Category=Instruct Models, Protocol=CoT-SFT2026.0371.20.34589.80.992
Qwen3-235B-ThinkingModel Category=Large Language Models, Protocol=Zero-shot2026.0370.80.85695.72.208
Qwen3-VL-235B-ThinkingModel Category=Large Language Models, Protocol=Zero-shot2026.0370.60.56891.81.9
Cosmos-7B (CoT-SFT)Model Category=Reasoning Models, Protocol=CoT-SFT2026.0364.10.4175.71.383
Qwen3-8B (CoT-SFT)Model Category=Reasoning Models, Protocol=CoT-SFT2026.0363.50.51385.41.61
Qwen2.5-7B (Ans-SFT)Model Category=Instruct Models, Protocol=Ans-SFT2026.0362.20.34874.51.175
Deepseek-R1-0528Model Category=Large Language Models, Protocol=Zero-shot2026.0360.11.16379.92.021
Qwen2.5-VL-7B (Ans-SFT)Model Category=Instruct Models, Protocol=Ans-SFT2026.03570.42369.80.9
Qwen3-8B (Ans-SFT)Model Category=Reasoning Models, Protocol=Ans-SFT2026.0355.20.493701.13
Cosmos-7B (Ans-SFT)Model Category=Reasoning Models, Protocol=Ans-SFT2026.0350.10.57768.31.794
Deepseek-V3Model Category=Large Language Models, Protocol=Zero-shot2026.0323.61.242622.01
Qwen3-VL-235B-InstructModel Category=Large Language Models, Protocol=Zero-shot2026.0314.52.32342.18.12
Qwen3-235B-InstructModel Category=Large Language Models, Protocol=Zero-shot2026.0312.22.70254.86.285