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How does MiMo-7B-RL perform specifically in mathematical reasoning tasks?

2025-08-23 1.6 K

Mathematical Reasoning Performance Evaluation

MiMo-7B-RL has shown excellent performance on several international math competition datasets:

Core data set achievements

  • AIME 2024: 68.21 TP3T Pass@1 (modeled first round answers correct)
  • AIME 2025: 55.41 TP3T Pass@1
  • MATH-500:: 95.8% Pass@1

These results suggest that the model is capable of:

  1. Understand competition-level descriptions of complex math problems
  2. Perform multi-step logical reasoning and equation solving
  3. Generate a solution process that conforms to a mathematical specification

Recommendations for use

best practice::

  • set up temperature=0.6 Balancing Quality and Diversity of Answers
  • Problem descriptions should be as clear and complete as possible, and complex problems can be entered in segments
  • Suitable for AMC/AIME and other competition training, college math teaching support and other scenarios

Tests have shown its performance to be comparable to larger commercial models such as OpenAI o1-mini.

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