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@@ -52,52 +52,74 @@ InternVL 2.5 is a multimodal large language model series, featuring models of va
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  ### Image Benchmarks
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- | Benchmark | InternVL-Chat-V1.5 | InternVL2-26B | InternVL2.5-26B | Cambrian-34B | VILA-1.5-40B | InternVL2-40B | InternVL2.5-38B |
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- |---------------------|------------------- |-------------- |---------------- |---------------|-------------- |----------------|----------------|
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- | MMMU (val) | 46.8 | 51.2 | 60.0 | 49.7 | 55.1 | 55.2 | 63.9 |
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- | MMMU (test) | 41.0 | 43.8 | 51.8 | - | 46.9 | 49.3 | 57.6 |
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- | MMMU-PRO (overall) | 24.7 | 30.0 | 37.1 | - | 25.0 | 34.2 | 46.0 |
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- | MathVista (mini) | 53.5 | 59.4 | 67.7 | 53.2 | 49.5 | 63.7 | 71.9 |
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- | MathVision (mini) | 15.8 | 23.4 | 28.0 | - | - | 21.4 | 32.2 |
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- | MathVision (full) | 15.0 | 17.0 | 23.1 | - | - | 16.9 | 31.8 |
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- | MathVerse (mini) | 28.4 | 31.1 | 40.1 | - | - | 36.3 | 49.4 |
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- | Olympiad Bench | 0.6 | 3.5 | 8.8 | - | - | 3.9 | 12.1 |
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- | AI2D (w / wo M) | 80.7 / 89.8 | 84.5 / 92.5 | 86.4 / 94.4 | 79.5 / - | 69.9 / - | 86.6 / 94.5 | 87.6 / 95.1 |
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- | ChartQA (test avg.) |83.8 | 84.9 | 87.2 | 75.6 | 67.2 | 86.2 | 88.2 |
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- | TextVQA (val) | 80.6 | 82.3 | 82.4 | 76.7 | 73.6 | 83.0 | 82.7 |
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- | DocVQA (test) |90.9 | 92.9 | 94.0 | 75.5 | - | 93.9 | 95.3 |
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- | InfoVQA (test) | 72.5 | 75.9 | 79.8 | 46.0 | - | 78.7 | 83.6 |
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- | OCR-Bench |724 | 825 | 852 | 600 | 460 | 837 | 842 |
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- | SEED-2 Plus | 66.3 | 67.6 | 70.8 | - | - | 69.2 | 71.2 |
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- | CharXiv (RQ / DQ) | 29.2 / 58.5 | 33.4 / 62.4 | 35.9 / 73.5 | 27.3 / 59.7 | 24.0 / 38.7 | 32.3 / 66.0 | 42.4 / 79.6 |
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- | VCR-EN-Easy (EM / Jaccard) |14.7 / 51.4 | 74.5 / 86.7 | 94.4 / 98.0 | 79.7 / 89.3 | - | 84.7 / 92.6 | 94.7 / 98.2 |
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- | BLINK (val) |46.6 | 56.2 | 61.8 | - | - | 57.2 | 63.2 |
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- | Mantis Eval | 66.8 | 69.6 | 75.6 | - | - |71.4 | 78.3 |
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- | MMIU | 37.4 | 42.6 | 49.4 | - | - | 47.9 | 55.3 |
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- | Muir Bench | 38.5 | 50.6 | 61.1 | - | - | 54.4 | 62.7 |
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- | MMT (val) | 58.0 | 60.6 | 66.9 | - | - |66.2 | 70.0 |
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- | MIRB (avg.) | 50.3 | 53.7 | 55.7 | - | - |55.2 | 61.2 |
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- | RealWorld QA | 66.0 | 68.3 | 74.5 | 67.8 | - | 71.8 | 73.5 |
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- | MME-RW (EN) | 49.4 | 58.7 | 61.8 | 44.1 | - |61.8 | 64.0 |
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- | WildVision (win rate)|56.6 | 62.2 | 65.2 | - | - | 63.2 | 66.4 |
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- | R-Bench | 67.9 | 70.1 | 72.9 | - | - | 73.3 | 72.1 |
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- | MME (sum) | 2194.2 | 2260.7 | 2373.3 | - | - | 2307.5 | 2455.8 |
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- | MMB (EN / CN) |82.2 / 82.0 | 83.4 / 82.0 | 85.4 / 85.5 | 80.4 / 79.2 | - | 86.8 / 86.5 | 86.5 / 86.3 |
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- | MMBv1.1 (EN) | 80.3 | 81.5 | 84.2 | 78.3 | - | 85.1 | 85.5 |
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- | MMVet (turbo) | 61.5 | 62.1 | 65.0 | 53.2 | - | 65.5 | 68.8 |
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- | MMVetv2 (0613) |51.5 | 57.2 | 60.8 | - | - | 63.8 | 62.1 |
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- | MMStar | 57.3 | 61.2 | 66.5 | 54.2 |- | 65.4 | 67.9 |
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- | HallBench (avg.) | 50.3 | 50.7 | 55.0 | 41.6 | - | 56.9 | 56.8 |
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- | MMHal (score) | 3.11 | 3.55 | 3.70 | - |- | 3.75 | 3.71 |
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- | CRPE (relation) | 75.4 | 75.6 | 79.1 | - | - | 77.6 | 78.3 |
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- | POPE (avg.) |88.4 | 88.0 | 90.6 | - |- | 88.4 | 90.7 |
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  ### Video Benchmarks
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  ### Multimodal Multilingual Understanding
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  <table style="width: 100%; border-collapse: collapse; text-align: center;">
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  <thead>
 
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  ### Image Benchmarks
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+ | Benchmark | InternVL2.5-26B | Cambrian-34B | VILA-1.5-40B | InternVL2.5-38B |
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+ |----------------------------|-----------------|--------------|--------------|-----------------|
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+ | MMMU (val) | 60.0 | 49.7 | 55.1 | 63.9 |
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+ | MMMU (test) | 51.8 | - | 46.9 | 57.6 |
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+ | MMMU-PRO (overall) | 37.1 | - | 25.0 | 46.0 |
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+ | MathVista (mini) | 67.7 | 53.2 | 49.5 | 71.9 |
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+ | MathVision (mini) | 28.0 | - | - | 32.2 |
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+ | MathVision (full) | 23.1 | - | - | 31.8 |
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+ | MathVerse (mini) | 40.1 | - | - | 49.4 |
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+ | Olympiad Bench | 8.8 | - | - | 12.1 |
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+ | AI2D (w / wo M) | 86.4 / 94.4 | 79.5 / - | 69.9 / - | 87.6 / 95.1 |
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+ | ChartQA (test avg.) | 87.2 | 75.6 | 67.2 | 88.2 |
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+ | TextVQA (val) | 82.4 | 76.7 | 73.6 | 82.7 |
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+ | DocVQA (test) | 94.0 | 75.5 | - | 95.3 |
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+ | InfoVQA (test) | 79.8 | 46.0 | - | 83.6 |
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+ | OCR-Bench | 852 | 600 | 460 | 842 |
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+ | SEED-2 Plus | 70.8 | - | - | 71.2 |
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+ | CharXiv (RQ / DQ) | 35.9 / 73.5 | 27.3 / 59.7 | 24.0 / 38.7 | 42.4 / 79.6 |
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+ | VCR-EN-Easy (EM / Jaccard) | 94.4 / 98.0 | 79.7 / 89.3 | - | 94.7 / 98.2 |
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+ | BLINK (val) | 61.8 | - | - | 63.2 |
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+ | Mantis Eval | 75.6 | - | - | 78.3 |
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+ | MMIU | 49.4 | - | - | 55.3 |
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+ | Muir Bench | 61.1 | - | - | 62.7 |
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+ | MMT (val) | 66.9 | - | - | 70.0 |
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+ | MIRB (avg.) | 55.7 | - | - | 61.2 |
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+ | RealWorld QA | 74.5 | 67.8 | - | 73.5 |
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+ | MME-RW (EN) | 61.8 | 44.1 | - | 64.0 |
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+ | WildVision (win rate) | 65.2 | - | - | 66.4 |
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+ | R-Bench | 72.9 | - | - | 72.1 |
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+ | MME (sum) | 2373.3 | - | - | 2455.8 |
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+ | MMB (EN / CN) | 85.4 / 85.5 | 80.4 / 79.2 | - | 86.5 / 86.3 |
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+ | MMBv1.1 (EN) | 84.2 | 78.3 | - | 85.5 |
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+ | MMVet (turbo) | 65.0 | 53.2 | - | 68.8 |
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+ | MMVetv2 (0613) | 60.8 | - | - | 62.1 |
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+ | MMStar | 66.5 | 54.2 | - | 67.9 |
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+ | HallBench (avg.) | 55.0 | 41.6 | - | 56.8 |
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+ | MMHal (score) | 3.70 | - | - | 3.71 |
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+ | CRPE (relation) | 79.1 | - | - | 78.3 |
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+ | POPE (avg.) | 90.6 | - | - | 90.7 |
 
 
 
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  ### Video Benchmarks
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+ | Model Name | Video-MME (wo / w sub) | MVBench | MMBench-Video (val) | MLVU (M-Avg) | LongVideoBench (val total) | CG-Bench v1.1 (long / clue acc.) |
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+ |---------------------------------------------|-------------|------|-------|-------|------|-------------|
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+ | **InternVL2.5-1B** | 50.3 / 52.3 | 64.3 | 1.36 | 57.3 | 47.9 | - |
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+ | Qwen2-VL-2B | 55.6 / 60.4 | 63.2 | - | - | - | - |
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+ | **InternVL2.5-2B** | 51.9 / 54.1 | 68.8 | 1.44 | 61.4 | 52.0 | - |
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+ | **InternVL2.5-4B** | 62.3 / 63.6 | 71.6 | 1.73 | 68.3 | 55.2 | - |
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+ | VideoChat2-HD | 45.3 / 55.7 | 62.3 | 1.22 | 47.9 | - | - |
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+ | MiniCPM-V-2.6 | 60.9 / 63.6 | - | 1.70 | - | 54.9 | - |
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+ | LLaVA-OneVision-7B | 58.2 / - | 56.7 | - | - | - | - |
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+ | Qwen2-VL-7B | 63.3 / 69.0 | 67.0 | 1.44 | - | 55.6 | - |
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+ | **InternVL2.5-8B** | 64.2 / 66.9 | 72.0 | 1.68 | 68.9 | 60.0 | - |
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+ | **InternVL2.5-26B** | 66.9 / 69.2 | 75.2 | 1.86 | 72.3 | 59.9 | - |
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+ | Oryx-1.5-32B | 67.3 / 74.9 | 70.1 | 1.52 | 72.3 | - | - |
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+ | VILA-1.5-40B | 60.1 / 61.1 | - | 1.61 | 56.7 | - | - |
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+ | **InternVL2.5-38B** | 70.7 / 73.1 | 74.4 | 1.82 | 75.3 | 63.3 | - |
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+ | GPT-4V/4T | 59.9 / 63.3 | 43.7 | 1.53 | 49.2 | 59.1 | - |
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+ | GPT-4o-20240513 | 71.9 / 77.2 | - | 1.63 | 64.6 | 66.7 | - |
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+ | GPT-4o-20240806 | - | - | 1.87 | - | - | - |
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+ | Gemini-1.5-Pro | 75.0 / 81.3 | - | 1.30 | - | 64.0 | - |
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+ | VideoLLaMA2-72B | 61.4 / 63.1 | 62.0 | - | - | - | - |
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+ | LLaVA-OneVision-72B | 66.2 / 69.5 | 59.4 | - | 66.4 | 61.3 | - |
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+ | Qwen2-VL-72B | 71.2 / 77.8 | 73.6 | 1.70 | - | - | 41.3 / 56.2 |
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+ | InternVL2-Llama3-76B | 64.7 / 67.8 | 69.6 | 1.71 | 69.9 | 61.1 | - |
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+ | **InternVL2.5-78B** | 72.1 / 74.0 | 76.4 | 1.97 | 75.7 | 63.6 | 42.2 / 58.5 |
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  ### Multimodal Multilingual Understanding
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  <table style="width: 100%; border-collapse: collapse; text-align: center;">
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  <thead>