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@@ -17,19 +17,16 @@ This is a multimodal language model fine-tuned by **Tencent PCG Basic Algorithm
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  training using 40k sft data filtered from OpenR1-Math-220k. TBAC-VLR1-3B then employs GRPO (Group Relative Policy Optimization) and adapts Clip-Higher from DAPO,
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  achieving strong performance on several multimodal reasoning benchmarks among models of the same size.
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- <!-- ## Performance
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- | Model | **Average** | **MathVista**| **MathVision** | **MathVerse** | **DynaMath** | **LogicVista** |
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- | :-------------------: | :---------: | :-----------:| :------------: | :-----------: | :-----------: | :----------: |
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- | Qwen2-VL-2B | 22.4 | 48.0 | 16.1 | 17.5 | 3.8 | 26.6 |
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- | InternVL2.5-2B | 23.8 | 51.1 | 14.0 | 22.3 | 4.4 | 27.3 |
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- | InternVL3-2B | 31.5 | 57.6 | 20.2 | 24.5 | 14.8 | 40.3 |
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- | Qwen2.5-VL-3B | 33.6 | 61.2 | 21.9 | 31.2 | 13.2 | 40.3 |
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- | VLM-R1-3B-Math-0305 | 34.1 | 62.7 | 21.9 | 32.2 | 13.0 | 40.5 |
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- | Taichu-VLR-3B | 34.3 | 64.9 | 23.1 | 32.1 | 12.6 | 38.7 |
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- | VLAA-Thinker-Qwen2.5VL-3B | 35.7 | 61.0 | 24.4 | 36.4 | 18.2 | 38.5 |
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- | TBAC-VLR1-3B-preview | 36.3 | 64.8 | 25.0 | 33.2 | 17.7 | 40.8 |
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- | TBAC-VLR1-3B-SFT | 35.3 | 57.0 | 27.4 | 41.1 | 15.0 | 36.1 |
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- | TBAC-VLR1-3B | **36.7** | 57.5 | 28.7 | 41.1 | 16.1 | 40.0 | -->
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  <!-- ![Performance](./assets/performance.png) -->
 
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  training using 40k sft data filtered from OpenR1-Math-220k. TBAC-VLR1-3B then employs GRPO (Group Relative Policy Optimization) and adapts Clip-Higher from DAPO,
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  achieving strong performance on several multimodal reasoning benchmarks among models of the same size.
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+ ## Performance
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+ | Model | **Average** | **MathVista** | **MathVision** | **MathVerse** | **DynaMath** | **LogicVista** |
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+ | :--------------------------------: | :---------: | :-----------: | :------------: | :-----------: | :----------: | :------------: |
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+ | Qwen2.5-VL-7B | 40.5 | 68.0 | 25.7 | 45.5 | 21.8 | 41.2 |
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+ | VLAA-Thinker-Qwen2.5-7B | 42.7 | 68.0 | 26.4 | 48.2 | 22.4 | 48.5 |
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+ | VL-Rethinker-7B | 41.8 | 73.7 | 28.4 | 46.4 | 17.8 | 42.7 |
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+ | TBAC-VLR1-7B-RL | 41.3 | 70.1 | 25.4 | 43.4 | 19.0 | 48.4 |
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+ | TBAC-VLR1-7B-SFT | 41.8 | 65.1 | 28.5 | 49.1 | 20.6 | 45.5 |
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+ | TBAC-VLR1-7B | **43.4** | 66.7 | **31.4** | **50.1** | **22.6** | 46.4 |
 
 
 
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  <!-- ![Performance](./assets/performance.png) -->