BenchmarksMiniMaxToday
MiniMax-M3 Benchmark Update
Quality: 44.4/100 | Price: $0.525/M tokens | Output: 57.012 tok/s | HumanEval: 0.454%
View sourceMiniMax
MiniMax M3 is a proprietary MiniMax specialized model.
---
Quality Score
1246
Arena ELO
Undisclosed
Parameters
---
Context
Sign in to join the discussion
0
Downloads
0
Likes
---
Released
Benchmarks
18
API
1
Research
2
General
3
Recent launch, pricing, benchmark, and API signals linked to this model or its provider.
Quality: 44.4/100 | Price: $0.525/M tokens | Output: 57.012 tok/s | HumanEval: 0.454%
View sourceQuality: 44.4/100 | Price: $0.525/M tokens | Output: 57.012 tok/s | HumanEval: 0.454%
M2.1-Coding 多语言/多任务与泛化性 - MiniMax News | MiniMax 模型 语言模型 MiniMax M3 MiniMax M2.7 MiniMax M2.5 视频生成 MiniMax Hailuo 2.3 / 2.3 Fast 语音&音乐 MiniMax Speech 2.8 MiniMax Music 2.6 产品 MiniMax Code 海螺视频 语音 星野 API Token Plan 研究 关于我们 与所有人共创智能 公司介绍 新闻 投资者关系 加入我们 EN 模型 语言模型 MiniMax M3 NEW MiniMax M2.7 MiniMax M2.5 视频生成 MiniMax Hailuo 2.3 / 2.3 Fast NEW 语音&音乐 MiniMax Speech 2.8 NEW MiniMax Music 2.6 NEW 产品 MiniMax Code NEW 海螺视频 语音 星野 API Token Plan 研究 关于我们 与所有人共创智能 公司介绍 新闻 投资者关系 加入我
View sourceMiniMax M2.5 - SOTA in Coding and Agent, Designed for Agent Universe | MiniMax Models LLM MiniMax M3 MiniMax M2.7 MiniMax M2.5 VIDEO MiniMax Hailuo 2.3 / 2.3 Fast SPEECH & MUSIC MiniMax Speech 2.8 MiniMax Music 2.6 Product MiniMax Code Video Hailuo Audio Talkie API Token Plan Research Company Intelligence with everyone About News Investor Relations Contact Us Models LLM MiniMax M3 NEW MiniMax M2.7 MiniMax M2.5 VIDEO MiniMax Hailuo 2.3 / 2.3 Fast NEW SPEECH & MUSIC Min
View sourceMiniMax M2.5 - SOTA in Coding and Agent, Designed for Agent Universe | MiniMax Models LLM MiniMax M3 MiniMax M2.7 MiniMax M2.5 VIDEO MiniMax Hailuo 2.3 / 2.3 Fast SPEECH & MUSIC MiniMax Speech 2.8 MiniMax Music 2.6 Product MiniMax Code Video Hailuo Audio Talkie API Token Plan Research Company Intelligence with everyone About News Investor Relations Contact Us Models LLM MiniMax M3 NEW MiniMax M2.7 MiniMax M2.5 VIDEO MiniMax Hailuo 2.3 / 2.3 Fast NEW SPEECH & MUSIC Min
View sourceMiniMax M2.5 - SOTA in Coding and Agent, Designed for Agent Universe | MiniMax Models LLM MiniMax M3 MiniMax M2.7 MiniMax M2.5 VIDEO MiniMax Hailuo 2.3 / 2.3 Fast SPEECH & MUSIC MiniMax Speech 2.8 MiniMax Music 2.6 Product MiniMax Code Video Hailuo Audio Talkie API Token Plan Research Company Intelligence with everyone About News Investor Relations Contact Us Models LLM MiniMax M3 NEW MiniMax M2.7 MiniMax M2.5 VIDEO MiniMax Hailuo 2.3 / 2.3 Fast NEW SPEECH & MUSIC Min
View sourceQuality: 44.4/100 | Price: $0.525/M tokens | Output: 55.502 tok/s | HumanEval: 0.454%
Quality: 54.7/100 | Price: $0.525/M tokens | Output: 56.797 tok/s | HumanEval: 0.454%
Quality: 54.7/100 | Price: $0.525/M tokens | Output: 59.058 tok/s | HumanEval: 0.454%
Quality: 54.7/100 | Price: $0.525/M tokens | Output: 55.709 tok/s | HumanEval: 0.454%
Quality: 54.7/100 | Price: $0.525/M tokens | Output: 48.775 tok/s | HumanEval: 0.454%
Quality: 54.7/100 | Price: $0.525/M tokens | Output: 45.837 tok/s | HumanEval: 0.454%
Quality: 54.7/100 | Price: $0.525/M tokens | Output: 42.784 tok/s | HumanEval: 0.454%
Quality: 54.7/100 | Price: $0.525/M tokens | Output: 39.096 tok/s | HumanEval: 0.454%
Quality: 54.7/100 | Price: $0.525/M tokens | Output: 43.729 tok/s | HumanEval: 0.454%
Quality: 54.7/100 | Price: $0.525/M tokens | Output: 44.968 tok/s | HumanEval: 0.454%
Quality: 54.7/100 | Price: $0.525/M tokens | Output: 45.567 tok/s | HumanEval: 0.454%
We present MaxProof, a population-level test-time scaling framework for competition-level mathematical proof in the MiniMax-M3 series. M3 first trains three proof-oriented capabilities -- proof generation, proof verification, and critique-conditioned proof repair -- using a defense-in-depth generative verifier engineered for low false-positive rate. These capabilities are merged into a single released M3 model. At test time, MaxProof treats the model as a generator, verifier, refiner, and ranker, searches over a population of candidate proofs, and returns one final proof through tournament selection. With MaxProof test-time scaling, the M3 model reaches 35/42 on IMO 2025 and 36/42 on USAMO 2026, exceeding the human gold-medal threshold on both.
Ultra-long-context capability is becoming indispensable for frontier LLMs: agentic workflows, repository-scale code reasoning, and persistent memory all require the model to jointly attend over hundreds of thousands to millions of tokens, yet the quadratic cost of softmax attention makes this untenable at deployment scale. We introduce MiniMax Sparse Attention (MSA), a blockwise sparse attention built upon Grouped Query Attention (GQA). A lightweight Index Branch scores key-value blocks and independently selects a Top-k subset for each GQA group, enabling group-specific sparse retrieval while maintaining efficient block-level execution; the Main Branch then performs exact block-sparse attention over only the selected blocks. Designed around a principle of simplicity and scalability, MSA is deliberately streamlined, making it straightforward to deploy efficiently across a broad range of GPUs. To translate sparsity into practical speedups, we co-design MSA with a GPU execution path that uses exp-free Top-k selection and KV-outer sparse attention to improve tensor-core utilization under block-granular access. On a 109B-parameter model with native multimodal training, MSA performs on par with GQA while reducing per-token attention compute by 28.4x at 1M context. Paired with our co-designed kernel, MSA achieves 14.2x prefill and 7.6x decoding wall-clock speedups on H800. Our inference kernel is available at: https://github.com/MiniMax-AI/MSA. A production-grade natively multimodal model powered by MSA has been publicly released at: https://huggingface.co/MiniMaxAI/MiniMax-M3.
MiniMax M3 is now available through Ollama Cloud. 1M context window listed. MiniMax M3: Coding & Agentic Frontier. 1M context window. Native Multimodality.
M2.1-Coding 多语言/多任务与泛化性 - MiniMax News | MiniMax 模型 语言模型 MiniMax M3 MiniMax M2.7 MiniMax M2.5 视频生成 MiniMax Hailuo 2.3 / 2.3 Fast 语音&音乐 MiniMax Speech 2.8 MiniMax Music 2.6 产品 MiniMax Code 海螺视频 语音 星野 API Token Plan 研究 关于我们 与所有人共创智能 公司介绍 新闻 投资者关系 加入我们 EN 模型 语言模型 MiniMax M3 NEW MiniMax M2.7 MiniMax M2.5 视频生成 MiniMax Hailuo 2.3 / 2.3 Fast NEW 语音&音乐 MiniMax Speech 2.8 NEW MiniMax Music 2.6 NEW 产品 MiniMax Code NEW 海螺视频 语音 星野 API Token Plan 研究 关于我们 与所有人共创智能 公司介绍 新闻 投资者关系 加入我
MiniMax M2.5 - SOTA in Coding and Agent, Designed for Agent Universe | MiniMax Models LLM MiniMax M3 MiniMax M2.7 MiniMax M2.5 VIDEO MiniMax Hailuo 2.3 / 2.3 Fast SPEECH & MUSIC MiniMax Speech 2.8 MiniMax Music 2.6 Product MiniMax Code Video Hailuo Audio Talkie API Token Plan Research Company Intelligence with everyone About News Investor Relations Contact Us Models LLM MiniMax M3 NEW MiniMax M2.7 MiniMax M2.5 VIDEO MiniMax Hailuo 2.3 / 2.3 Fast NEW SPEECH & MUSIC Min
MiniMax M2.5 - SOTA in Coding and Agent, Designed for Agent Universe | MiniMax Models LLM MiniMax M3 MiniMax M2.7 MiniMax M2.5 VIDEO MiniMax Hailuo 2.3 / 2.3 Fast SPEECH & MUSIC MiniMax Speech 2.8 MiniMax Music 2.6 Product MiniMax Code Video Hailuo Audio Talkie API Token Plan Research Company Intelligence with everyone About News Investor Relations Contact Us Models LLM MiniMax M3 NEW MiniMax M2.7 MiniMax M2.5 VIDEO MiniMax Hailuo 2.3 / 2.3 Fast NEW SPEECH & MUSIC Min
MiniMax M2.5 - SOTA in Coding and Agent, Designed for Agent Universe | MiniMax Models LLM MiniMax M3 MiniMax M2.7 MiniMax M2.5 VIDEO MiniMax Hailuo 2.3 / 2.3 Fast SPEECH & MUSIC MiniMax Speech 2.8 MiniMax Music 2.6 Product MiniMax Code Video Hailuo Audio Talkie API Token Plan Research Company Intelligence with everyone About News Investor Relations Contact Us Models LLM MiniMax M3 NEW MiniMax M2.7 MiniMax M2.5 VIDEO MiniMax Hailuo 2.3 / 2.3 Fast NEW SPEECH & MUSIC Min
MiniMax M2.5 - SOTA in Coding and Agent, Designed for Agent Universe | MiniMax Models LLM MiniMax M3 MiniMax M2.7 MiniMax M2.5 VIDEO MiniMax Hailuo 2.3 / 2.3 Fast SPEECH & MUSIC MiniMax Speech 2.8 MiniMax Music 2.6 Product MiniMax Code Video Hailuo Audio Talkie API Token Plan Research Company Intelligence with everyone About News Investor Relations Contact Us Models LLM MiniMax M3 NEW MiniMax M2.7 MiniMax M2.5 VIDEO MiniMax Hailuo 2.3 / 2.3 Fast NEW SPEECH & MUSIC Min
MiniMax 开源新评测集：定义Coding Agent 的生产级标准 - MiniMax News | MiniMax 模型 语言模型 MiniMax M3 MiniMax M2.7 MiniMax M2.5 视频生成 MiniMax Hailuo 2.3 / 2.3 Fast 语音&音乐 MiniMax Speech 2.8 MiniMax Music 2.6 产品 MiniMax Code 海螺视频 语音 星野 API Token Plan 研究 关于我们 与所有人共创智能 公司介绍 新闻 投资者关系 加入我们 EN 模型 语言模型 MiniMax M3 NEW MiniMax M2.7 MiniMax M2.5 视频生成 MiniMax Hailuo 2.3 / 2.3 Fast NEW 语音&音乐 MiniMax Speech 2.8 NEW MiniMax Music 2.6 NEW 产品 MiniMax Code NEW 海螺视频 语音 星野 API Token Plan 研究 关于我们 与所有人共创智能 公司介绍