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FlagEval

LLMs

FlagEval is BAAI's LLM evaluation platform with a capability-task-metric framework, 22+ datasets and 80k questions, multimodal and multi-hardware support, covering 800+ models.

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Editor's note

Best for: model teams, enterprise selectors, and institutions needing multimodal or domestic-hardware evaluation; not for: casual users wanting quick scores.

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What is FlagEval

FlagEval is BAAI's LLM evaluation platform with a capability-task-metric framework, 22+ datasets and 80k questions, multimodal and multi-hardware support, covering 800+ models.

Key features of FlagEval

  • Systematically evaluating foundation models via the 3D framework
  • Submitting models through automated subjective/objective pipelines
  • Evaluating text, image, and video multimodal models
  • Comparing 800+ open and closed models worldwide

Good for

  • Solid capability-task-metric methodology
  • 22+ datasets, 80k questions, multimodal and multi-hardware
  • Fully automated pipelines covering 800+ models

Watch out

  • Submission workflow has an engineering threshold
  • Pricing and quotas are not published
  • Hard for individuals to run full evaluations alone

How to use FlagEval

  1. Register and log in on the FlagEval site
  2. Prepare model files, inference code, and configs
  3. Install the FlagEval-Serving tool
  4. Get a token and upload model and code via CLI
  5. Create an evaluation task and review results

Who FlagEval is for

Difficulty: Advanced

  • Systematically evaluating foundation models via the 3D framework
  • Submitting models through automated subjective/objective pipelines
  • Evaluating text, image, and video multimodal models
  • Comparing 800+ open and closed models worldwide

FAQ

What framework does FlagEval use?

A capability-task-metric 3D framework covering dialogue, QA, sentiment analysis, and more, with 22+ datasets and 80k questions.

Does it support multimodal evaluation?

Yes — text, image, and video, compatible with PyTorch and MindSpore plus NVIDIA, Ascend, Cambricon, and Kunlunxin hardware.

Is FlagEval free?

No pricing is published. The workflow is available after registration; resource quotas follow platform documentation.

Sources and verification

Sources: flageval.baai.ac.cn (opens in a new tab)
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