Codesota · Multimodal · Visual Question Answering · MMBenchTasks/Multimodal/Visual Question Answering
Visual Question Answering · benchmark dataset · 2023 · EN

MMBench: Is Your Multi-modal Model an All-around Player?.

Multimodal capability benchmark for vision-language models, covering perception and reasoning abilities across multiple dimensions.

Paper ↗Submit a result ↵
§ 01 · Leaderboard

Best published scores.

8 results indexed across 1 metric. Shaded row marks current SOTA; ties broken by submission date.

Primary
accuracy · higher is better
accuracy· primary
8 rows
#ModelOrgSubmittedPaper / codeaccuracy
01Qwen2.5-VL 72BOSSAlibabaFeb 2025Qwen2.5-VL Technical Report90.50
02InternVL3-78BOSSShanghai AI LabJan 2025InternVL3: Exploring Advanced Training and Test-Time Rec…90.10
03Qwen2-VL 72BOSSAlibabaSep 2024Qwen2-VL: Enhancing Vision-Language Model's Perception o…88
04InternVL2-76BOSSShanghai AI LabApr 2024InternVL: Scaling up Vision Foundation Models and Aligni…86.50
05GPT-4oAPIOpenAIOct 2024SWE-bench Verified83.40
06GPT-4V—Mar 2023GPT-4 Technical Report75.80
07Gemini 1.5 ProAPIGoogleFeb 2024Gemini 1.5: Unlocking multimodal understanding across mi…73.90
08LLaVA-1.5OSSUW-Madison / MicrosoftOct 2023Improved Baselines with Visual Instruction Tuning (LLaVA…67.70
Fig 2 · Rows sorted by score within each metric. Shaded row marks SOTA. Dates reflect model or paper release where available, otherwise the date Codesota accessed the source.
§ 03 · Progress

5 steps
of state of the art.

Each row below marks a model that broke the previous record on accuracy. Intermediate submissions are kept in the leaderboard above; only SOTA-setting entries are re-listed here.

Higher scores win. Each subsequent entry improved upon the previous best.

SOTA line · accuracy
  1. Mar 15, 2023GPT-4V75.80
  2. Apr 25, 2024InternVL2-76BShanghai AI Lab86.50
  3. Sep 18, 2024Qwen2-VL 72BAlibaba88
  4. Jan 22, 2025InternVL3-78BShanghai AI Lab90.10
  5. Feb 19, 2025Qwen2.5-VL 72BAlibaba90.50
Fig 3 · SOTA-setting models only. 5 entries span Mar 2023 → Feb 2025.
§ 04 · Literature

8 papers
tied to this benchmark.

Every paper below corresponds to at least one row in the leaderboard above. Click through for the arXiv preprint and, when available, the reference implementation.

§ 06 · Contribute

Have a score that beats
this table?

Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.

Submit a result ↵Read submission guide
What a submission needs
  • 01A public checkpoint or API endpoint
  • 02A reproduction script with frozen commit + seed
  • 03Declared evaluation environment (Python, deps)
  • 04One row per metric declared by this dataset
  • 05A contact so we can follow up on discrepancies
MMBench — Visual Question Answering benchmark · Codesota | CodeSOTA