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Comparison of MiniMax-M3, Reflection: Beam 1.0 501B A23B
2 modelsMiniMaxAIMiniMax-M3Remove ×reflectionReflection: Beam 1.0 501B A23BRemove ×
What’s differentMiniMax-M3 is a native multimodal model with 1M context. It has ~428B parameters and ~23B activated parameters.Apache-2.0 text model with 501B total and 23B active parameters; ships BF16, FP8 and NVFP4 weights.
DateJun 1, 2026ReleasedOct 16, 2026Released
Listed rate$0.28 in / $1.10 out/ 1M tokensdeepinfra · via Hugging Face · all routes ↗$0.25 in / $1.00 out/ 1M tokensNebius · via OpenRouter · all routes ↗nebius/fp8 · quantization=fp8
Provider endpoints7 endpoints →5 endpoints →
AA Intelligence ↗4.3.229.22 ↗Effort not specifiedIndependent result30.33 ↗Effort not specifiedIndependent result
AA-Briefcase ↗1.11,090.37 ↗Effort not specifiedIndependent result976.2 ↗Effort not specifiedIndependent result
GDPval-AA ↗2.11,242.47 ↗Effort not specifiedIndependent result1,177.08 ↗Effort not specifiedIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collection21.25% ↗Effort not specifiedIndependent result48.46% ↗Effort not specifiedIndependent result
Terminal-Bench 4.0 · AA ↗2.02% ↗Effort not specifiedHarness unreportedIndependent result3.03% ↗Effort not specifiedHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collection47.11% ↗AA · Under reviewEffort not specifiedIndependent result48.5% ↗AA · Under reviewEffort not specifiedIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collection38.97% ↗Effort not specifiedIndependent result34.66% ↗Effort not specifiedIndependent result
GDP.pdf ↗AA Index 4.3.2 collection9.8% ↗Effort not specifiedIndependent result11.6% ↗Effort not specifiedIndependent result
CritPt ↗AA Index 4.3.2 collection3.71% ↗AA · Under reviewEffort not specifiedIndependent result13.14% ↗AA · Under reviewEffort not specifiedIndependent result
AA-Omniscience ↗AA Index 4.3.2 collection1.35 ↗Effort not specifiedIndependent result1.5 ↗Effort not specifiedIndependent result
AA-LCR ↗1.183% ↗Effort not specifiedIndependent result78% ↗Effort not specifiedIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported55.5% ↗Effort: max · single run · equal mean of 7 suitesIndependent result
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported67.9% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported72.8% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported0% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported83.9% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported17.3% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported66.4% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported80.2% ↗Effort: max · single runIndependent result
Context window1M1M
Max output—943.7K
Parameters—501B
Tool callingSupportedSupported
Structured outputSupportedSupported
Image inputSupportedNot reported
ReasoningSupportedSupported
Prompt cachingNot reportedSupported
Open weightsSupportedSupported

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