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MMLongBench-Doc leaderboard

As of 2026-10-29, the highest measured score on MMLongBench-Doc is 62.8% by Nemotron 3.5 Super VL 120B A12B. 196 more models have estimated scores, calibrated from the benchmarks they were measured on.

Measured scores: benchlm.ai.

#ModelScoreSource
1Nemotron 3.5 Super VL 120B A12B62.8%measured
2Nemotron 3.5 Super VL 120B A12B NVFP462.8%measured
3Kimi K361.8%estimated ± 2.6 pp, low confidence
4Step 5 Preview61.7%estimated ± 2.6 pp, low confidence
5Kimi K3.1 Pro61.7%estimated ± 2.6 pp, low confidence
6MiMo-V2.6-Pro61.7%estimated ± 2.6 pp, low confidence
7Claude Fable 5.161.6%estimated ± 2.6 pp, low confidence
8Claude Opus 5.561.6%estimated ± 2.6 pp, low confidence
9GPT-5.561.6%estimated ± 2.6 pp, low confidence
10DeepSeek V4.1 Flash 101761.6%estimated ± 2.6 pp, low confidence
11GPT-5.6 Sol61.6%estimated ± 2.6 pp, low confidence
12GPT-5.6 Luna61.6%estimated ± 2.6 pp, low confidence
13GPT-6 Sol61.6%estimated ± 2.6 pp, low confidence
14Muse Wonder Full61.6%estimated ± 2.6 pp, low confidence
15GPT-5.3 Codex61.5%estimated ± 2.6 pp, low confidence
16GPT-6 Luna61.5%estimated ± 2.6 pp, low confidence
17Muse Glimmer 30B61.5%estimated ± 2.6 pp, low confidence
18GPT-5.6 Terra61.5%estimated ± 2.6 pp, low confidence
19GPT-6.1 Sol61.5%estimated ± 2.6 pp, low confidence
20Ling 3.1 Flash61.5%estimated ± 2.6 pp, low confidence
21MiniMax M361.5%estimated ± 2.6 pp, low confidence
22Muse Spark 1.361.5%estimated ± 2.6 pp, low confidence
23Claude Haiku 5.561.5%estimated ± 2.6 pp, low confidence
24Claude Sonnet 5.561.5%estimated ± 2.6 pp, low confidence
25GPT-5.261.5%estimated ± 2.6 pp, low confidence
26GPT-6.1 Terra61.5%estimated ± 2.6 pp, low confidence
27Claude Fable 561.5%estimated ± 2.6 pp, low confidence
28GPT-5.2-Codex61.5%estimated ± 2.6 pp, low confidence
29Qwen3.5 397B61.5%measured
30Claude Sonnet 561.5%estimated ± 2.6 pp, low confidence
31Gemini 3.1 Pro61.5%estimated ± 2.6 pp, low confidence
32GPT-5.461.5%estimated ± 2.6 pp, low confidence
33Qwen3.8-27B61.5%estimated ± 2.6 pp, low confidence
34Gemini 3.7 Flash61.5%estimated ± 2.6 pp, low confidence
35Gemini 3.8 Flash61.5%estimated ± 2.6 pp, low confidence
36Mistral Large 461.5%estimated ± 2.6 pp, low confidence
37Kimi K2.661.5%estimated ± 2.6 pp, low confidence
38Sage-A1.561.5%estimated ± 2.6 pp, low confidence
39GPT-6 Astra61.4%estimated ± 2.6 pp, low confidence
40Muse Wonder61.4%estimated ± 2.6 pp, low confidence
41Qwen 3.6 Max (preview)61.4%estimated ± 2.6 pp, low confidence
42DeepSeek V4 Pro 081361.4%estimated ± 2.6 pp, low confidence
43Grok 4.661.4%estimated ± 2.6 pp, low confidence
44Qwen3.8 Max Preview61.4%estimated ± 2.6 pp, low confidence
45Gemini 3.6 Flash61.4%estimated ± 2.6 pp, low confidence
46GPT-5.161.4%estimated ± 2.6 pp, low confidence
47DeepSeek V4 Flash 073161.4%estimated ± 2.6 pp, low confidence
48Gemini 4 Argon61.4%estimated ± 2.6 pp, low confidence
49GLM-5.361.4%estimated ± 2.6 pp, low confidence
50MiMo-V2.5-Pro61.4%estimated ± 2.6 pp, low confidence
51MiniMax M3.1 Flash61.4%estimated ± 2.6 pp, low confidence
52Qwen3.8-Flash-Next61.4%estimated ± 2.6 pp, low confidence
53Beam 1.0 501B-A23B FP861.4%estimated ± 2.6 pp, low confidence
54Apodex 1.161.4%estimated ± 2.6 pp, low confidence
55Apodex 1.1 Mini61.4%estimated ± 2.6 pp, low confidence
56Claude Opus 561.4%estimated ± 2.6 pp, low confidence
57Gemini 4 Carbon61.4%estimated ± 2.6 pp, low confidence
58Grok 4.561.4%estimated ± 2.6 pp, low confidence
59Kimi K2.7 Code61.4%estimated ± 2.6 pp, low confidence
60Hy361.4%estimated ± 2.6 pp, low confidence
61Muse Spark 1.261.4%estimated ± 2.6 pp, low confidence
62Qwen3.7 Max61.4%estimated ± 2.6 pp, low confidence
63Claude Opus 4.7 (Adaptive)61.4%estimated ± 2.6 pp, low confidence
64Beam 1.0 501B-A23B NVFP461.4%estimated ± 2.6 pp, low confidence
65GLM-5.261.3%estimated ± 2.6 pp, low confidence
66Ling 3.0 Flash VL61.3%estimated ± 2.6 pp, low confidence
67MiniMax M2.761.3%estimated ± 2.6 pp, low confidence
68Muse Spark Open61.3%estimated ± 2.6 pp, low confidence
69Qwen3.6 Plus61.3%estimated ± 2.6 pp, low confidence
70GPT-5 (high)61.3%estimated ± 2.6 pp, low confidence
71Beam 1.0 501B-A23B61.3%estimated ± 2.6 pp, low confidence
72Claude Opus 4.6 (Adaptive)61.3%estimated ± 2.6 pp, low confidence
73Kimi K2.5 (Reasoning)61.3%estimated ± 2.6 pp, low confidence
74Muse Spark61.3%estimated ± 2.6 pp, low confidence
75Claude Opus 4.861.3%estimated ± 2.6 pp, low confidence
76Muse Spark 1.161.3%estimated ± 2.6 pp, low confidence
77Qwen3.5-27B61.3%estimated ± 2.6 pp, low confidence
78Claude Opus 4.5 Thinking61.3%estimated ± 2.6 pp, low confidence
79Inkling61.3%estimated ± 2.6 pp, low confidence
80Qwen3.5 397B (Reasoning)61.3%estimated ± 2.6 pp, low confidence
81Qwen3.6-27B61.3%estimated ± 2.6 pp, low confidence
82GPT-5.4 mini61.3%estimated ± 2.6 pp, low confidence
83Ternary Bonsai 2 27B61.3%estimated ± 2.6 pp, low confidence
84GPT-5.4 nano61.3%estimated ± 2.6 pp, low confidence
85Grok 4.761.3%estimated ± 2.6 pp, low confidence
86Quasar 438B61.2%estimated ± 2.6 pp, low confidence
87Qwen3.5-122B-A10B61.2%estimated ± 2.6 pp, low confidence
88Claude 4.1 Opus Thinking61.2%estimated ± 2.6 pp, low confidence
89Gemini 3.5 Flash-Lite61.2%estimated ± 2.6 pp, low confidence
90GPT-5 (medium)61.2%estimated ± 2.6 pp, low confidence
91Claude Opus 4.761.2%estimated ± 2.6 pp, low confidence
92GLM-561.2%estimated ± 2.6 pp, low confidence
93Inkling-Small61.2%estimated ± 2.6 pp, low confidence
94MiMo-V2-Omni61.2%estimated ± 2.6 pp, low confidence
95o361.2%estimated ± 2.6 pp, low confidence
96MiMo-V2.6-Flash61.2%estimated ± 2.6 pp, low confidence
97Grok 4.1 Fast (Reasoning)61.1%estimated ± 2.6 pp, low confidence
98GLM-5.161.1%estimated ± 2.6 pp, low confidence
99Grok 4 Fast (Reasoning)61.1%estimated ± 2.6 pp, low confidence
100Step 3.7 Flash61.1%estimated ± 2.6 pp, low confidence
101Ling 3.0 Flash61.1%estimated ± 2.6 pp, low confidence
102Qwen3.7 Plus61.1%estimated ± 2.6 pp, low confidence
103Qwen3.5-35B-A3B61.0%estimated ± 2.6 pp, low confidence
104GLM-5-Turbo61.0%estimated ± 2.6 pp, low confidence
105Qwen3.6-35B-A3B61.0%estimated ± 2.6 pp, low confidence
106GLM-4.761.0%estimated ± 2.6 pp, low confidence
107Solar Pro 461.0%estimated ± 2.6 pp, low confidence
108Claude Opus 4.561.0%estimated ± 2.6 pp, low confidence
109Ling 3.0 Flash Sante61.0%estimated ± 2.6 pp, low confidence
110GLM-5V-Turbo60.9%estimated ± 2.6 pp, low confidence
111Gemma 4 31B60.9%estimated ± 2.6 pp, low confidence
112Nemotron 3.5 Bolt 74B-A9B60.9%estimated ± 2.6 pp, low confidence
113Claude 4 Opus Thinking60.9%estimated ± 2.6 pp, low confidence
114Gemini 3.5 Flash60.9%estimated ± 2.6 pp, low confidence
115GPT-5.1-Codex60.9%estimated ± 2.6 pp, low confidence
116GPT-5.1-Codex-Max60.9%estimated ± 2.6 pp, low confidence
117Mistral Medium 3.5 128B60.9%estimated ± 2.6 pp, low confidence
118Gemini 2.5 Pro60.9%estimated ± 2.6 pp, low confidence
119Claude Sonnet 4.660.8%estimated ± 2.6 pp, low confidence
120GPT-4.160.8%estimated ± 2.6 pp, low confidence
121MiMo-V2-Pro60.8%estimated ± 2.6 pp, low confidence
122Grok 460.8%estimated ± 2.6 pp, low confidence
123Mercury 2.560.8%estimated ± 2.6 pp, low confidence
124Nemotron 3.5 Bolt 74B-A9B BF1660.8%estimated ± 2.6 pp, low confidence
125Spark-X2.6-4B60.8%estimated ± 2.6 pp, low confidence
126Claude Opus 4.660.8%estimated ± 2.6 pp, low confidence
127Nemotron 3 Ultra60.8%estimated ± 2.6 pp, low confidence
128Hy3 Preview60.7%estimated ± 2.6 pp, low confidence
129A.X K260.7%estimated ± 2.6 pp, low confidence
130Gemma 4 26B A4B60.7%estimated ± 2.6 pp, low confidence
131o160.6%estimated ± 2.6 pp, low confidence
132Grok 4.360.6%estimated ± 2.6 pp, low confidence
133Gemma 4 12B60.6%estimated ± 2.6 pp, low confidence
134Qwen3.5-4B60.5%estimated ± 2.6 pp, low confidence
135Gemini 3 Pro60.5%measured
136Solar Open 260.5%estimated ± 2.6 pp, low confidence
137K-Exaone60.4%estimated ± 2.6 pp, low confidence
138o4-mini60.4%estimated ± 2.6 pp, low confidence
139Ling 3.0 Tiny60.3%estimated ± 2.6 pp, low confidence
140MiniCPM5-2B60.2%estimated ± 2.6 pp, low confidence
141DeepSeek V3.1 (Reasoning)60.0%estimated ± 2.6 pp, low confidence
142K-EXAONE 2.060.0%estimated ± 2.6 pp, low confidence
143DeepSeek-R160.0%estimated ± 2.6 pp, low confidence
144Gemini 3 Flash59.9%estimated ± 2.6 pp, low confidence
145Grok Code Fast 159.7%estimated ± 2.6 pp, low confidence
146Kimi K259.7%estimated ± 2.6 pp, low confidence
147LFM3-1.7B59.7%estimated ± 2.6 pp, low confidence
148Command A+59.7%estimated ± 2.6 pp, low confidence
149GPT-OSS 120B59.6%estimated ± 2.6 pp, low confidence
150Claude 3.7 Sonnet59.6%estimated ± 2.6 pp, low confidence
151Llama 4 Maverick59.4%estimated ± 2.6 pp, low confidence
152Qwen3 Max59.4%estimated ± 2.6 pp, low confidence
153Gemini 2.5 Flash59.4%estimated ± 2.6 pp, low confidence
154Mistral Small 459.4%estimated ± 2.6 pp, low confidence
155GPT-4o59.4%estimated ± 2.6 pp, low confidence
156Nemotron 3.5 Lightning 30B A3B NVFP459.3%estimated ± 2.6 pp, low confidence
157Granite 4.2 30B59.3%estimated ± 2.6 pp, low confidence
158DeepSeek V3.159.1%estimated ± 2.6 pp, low confidence
159GLM-4.5-Air59.1%estimated ± 2.6 pp, low confidence
160DeepSeek V3.259.0%estimated ± 2.6 pp, low confidence
161Granite 4.2 8B58.9%estimated ± 2.6 pp, low confidence
162Claude 4 Sonnet58.7%estimated ± 2.6 pp, low confidence
163GPT-4.1 mini58.7%estimated ± 2.6 pp, low confidence
164Kimi K2.558.5%measured
165DeepSeek V3 032458.3%estimated ± 2.6 pp, low confidence
166Celeris-157.9%estimated ± 2.6 pp, low confidence
167Trinity-Large-Preview57.9%estimated ± 2.6 pp, low confidence
168Trinity-Large-Thinking57.9%estimated ± 2.6 pp, low confidence
169North Mini Code57.7%estimated ± 2.6 pp, low confidence
170MiMo-V2-Flash57.6%estimated ± 2.6 pp, low confidence
171Mistral Large 357.5%estimated ± 2.6 pp, low confidence
172Nemotron 3 Nano Omni 30B A3B57.5%measured
173GPT-OSS 20B57.3%estimated ± 2.6 pp, low confidence
174Solar Pro 356.8%estimated ± 2.6 pp, low confidence
175Gemini 2.5 Flash-Lite56.7%estimated ± 2.6 pp, low confidence
176Gemma 4 E4B56.7%estimated ± 2.6 pp, low confidence
177Gemini 2.0 Flash56.5%estimated ± 2.6 pp, low confidence
178Grok 4.1 Fast56.5%estimated ± 2.6 pp, low confidence
179Ling 2.6 Flash56.5%estimated ± 2.6 pp, low confidence
180Mistral Medium 356.5%estimated ± 2.6 pp, low confidence
181DeepSeek V356.0%estimated ± 2.6 pp, low confidence
182Mistral Small 4 (Reasoning)55.8%estimated ± 2.6 pp, low confidence
183Claude 3 Haiku55.6%estimated ± 2.6 pp, low confidence
184Llama 4 Scout55.6%estimated ± 2.6 pp, low confidence
185Claude 3.5 Haiku55.5%estimated ± 2.6 pp, low confidence
186QwQ-32B55.3%estimated ± 2.6 pp, low confidence
187GLM-4.655.2%estimated ± 2.6 pp, low confidence
188Llama 3.1 405B54.8%estimated ± 2.6 pp, low confidence
189Granite 4.2 3B54.5%estimated ± 2.6 pp, low confidence
190Mistral Small 3.153.7%estimated ± 2.6 pp, low confidence
191Nova Pro53.1%estimated ± 2.6 pp, low confidence
192GPT-4.1 nano52.8%estimated ± 2.6 pp, low confidence
193Devstral Small52.0%estimated ± 2.6 pp, low confidence
194Gemma 4 E2B50.5%estimated ± 2.6 pp, low confidence
195Llama 3.3 70B50.0%estimated ± 2.6 pp, low confidence
196Ultravox v0.6 Llama 3.3 70B50.0%estimated ± 2.6 pp, low confidence
197Nemotron 3 Nano 30B45.2%estimated ± 2.6 pp, low confidence
198DeepSeek R1 Distill Qwen 32B42.2%estimated ± 2.6 pp, low confidence
199Gemma 3 27B39.5%estimated ± 2.6 pp, low confidence
200Granite-4.0-H-1B38.9%estimated ± 2.6 pp, low confidence
201LFM2.5-2.6B35.6%estimated ± 2.6 pp, low confidence
202Llama 3.1 70B32.5%estimated ± 2.6 pp, low confidence

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