MiMo 7B: Xiaomi’s Open Supply AI Is A Robus...

Xiaomi has formally entered the synthetic intelligence house with the discharge of its first open-source reasoning mannequin, MiMo 7B. Developed by the corporate’s newly established Massive Mannequin Core Crew, MiMo represents a strategic shift from Xiaomi’s conventional {hardware} focus to superior AI analysis and improvement.

Regardless of having simply 7 billion parameters, MiMo has demonstrated robust efficiency in complicated reasoning duties, surpassing a lot bigger fashions like OpenAI’s o1-mini and Alibaba’s 32B QwQ-Preview. This efficiency has positioned Xiaomi within the highlight for producing a extremely environment friendly and compact mannequin able to rivaling extra resource-intensive rivals.

Benchmark Efficiency and Design Technique

MiMo 7B has outperformed its friends on benchmarks resembling AIME 24-25 (a take a look at for mathematical reasoning) and LiveCodeBench v5 (a programming problem dataset). This success is attributed to a well-structured improvement course of consisting of each pre-training and post-training improvements.

Pre-training Methods Included:

• Wealthy Reasoning Corpus: Centered on extracting and integrating complicated reasoning data.
• Artificial Information Era: Produced roughly 200 billion tokens of expert-level reasoning information to enhance coaching depth.
• Progressive Problem Coaching: Employed a three-phase coaching technique with growing ranges of problem.
• In depth Token Publicity: Skilled throughout an unlimited 25 trillion tokens, making certain complete studying.

Put up-training Enhancements:

• Take a look at Problem-Pushed Rewards: Launched a novel method for addressing reward sparsity in complicated algorithmic duties.
• Information Re-sampling Strategies: Utilized to stabilize reinforcement studying processes.
• Seamless Rollout System: Elevated coaching effectivity by 2.29 occasions and validation velocity by 1.96 occasions, streamlining the reinforcement studying (RL) pipeline.

A Broader Imaginative and prescient for AI

The discharge of MiMo underscores Xiaomi’s broader ambitions within the AI sector. Whereas beforehand identified for client electronics and sensible units, Xiaomi is now positioning itself as a critical participant in AI mannequin improvement. By open-sourcing MiMo, Xiaomi is contributing to the collaborative AI analysis ecosystem, fostering innovation past proprietary improvement.

Builders and AI researchers can now entry MiMo 7B and its full technical documentation through Xiaomi’s official Hugging Face repository, providing a worthwhile device for additional experimentation and improvement. This transfer displays Xiaomi’s intent to construct a robust presence in AI whereas supporting the open-source group.

Filed in Cellphones >Computers >Robots. Learn extra about AI (Artificial Intelligence), ChatGPT and Xiaomi.