MiniMax-M2.7
Not enough verified architecture information for a reliable VRAM estimate.
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AI modelsMiniMax-M2.7
AI model Released
- Context window
- 204,800 tokens
- Maximum output
- 131,072 tokens
- Open weights
- Yes
Capability & preference
General capability · ECI
A cross-benchmark capability estimate. Index points, not a percentage; intervals show uncertainty.
Human preference · Arena
Overall text preferences from head-to-head votes. Not factual accuracy or a task-success rate.
Recorded results
Only the same benchmark, version, workload, scenario and unit share a row. Missing results are not zero. System results include the full submitted hardware and software configuration.
Arena text preference / chinesehuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,440.65 rating
Confidence interval: 1,432.21 – 1,449.09
5879 votes
- Category
- chinese
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / codinghuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,453.63 rating
Confidence interval: 1,448.71 – 1,458.55
25186 votes
- Category
- coding
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / creative_writinghuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,353.82 rating
Confidence interval: 1,347.87 – 1,359.77
15328 votes
- Category
- creative_writing
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / englishhuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,425.68 rating
Confidence interval: 1,421.37 – 1,429.99
36637 votes
- Category
- english
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / exclude_tieshuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,387.72 rating
Confidence interval: 1,383.45 – 1,392.00
67257 votes
- Category
- exclude_ties
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / experthuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,443.15 rating
Confidence interval: 1,436.07 – 1,450.22
8902 votes
- Category
- expert
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / frenchhuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,424.78 rating
Confidence interval: 1,412.64 – 1,436.92
3395 votes
- Category
- french
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / germanhuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,397.62 rating
Confidence interval: 1,381.18 – 1,414.05
1529 votes
- Category
- german
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / hard_promptshuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,422.32 rating
Confidence interval: 1,418.46 – 1,426.18
57903 votes
- Category
- hard_prompts
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,440.54 rating
Confidence interval: 1,435.58 – 1,445.51
24694 votes
- Category
- hard_prompts_english
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / industry_business_and_management_and_financial_operationshuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,407.24 rating
Confidence interval: 1,401.68 – 1,412.81
17100 votes
- Category
- industry_business_and_management_and_financial_operations
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / industry_entertainment_and_sports_and_mediahuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,360.31 rating
Confidence interval: 1,354.88 – 1,365.73
19777 votes
- Category
- industry_entertainment_and_sports_and_media
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,402.59 rating
Confidence interval: 1,394.61 – 1,410.57
6833 votes
- Category
- industry_legal_and_government
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,416.03 rating
Confidence interval: 1,410.15 – 1,421.90
14224 votes
- Category
- industry_life_and_physical_and_social_science
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / industry_mathematicalhuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,437.48 rating
Confidence interval: 1,428.17 – 1,446.79
4774 votes
- Category
- industry_mathematical
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,410.05 rating
Confidence interval: 1,401.65 – 1,418.46
6075 votes
- Category
- industry_medicine_and_healthcare
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,445.26 rating
Confidence interval: 1,440.88 – 1,449.64
35788 votes
- Category
- industry_software_and_it_services
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,376.57 rating
Confidence interval: 1,371.39 – 1,381.74
21785 votes
- Category
- industry_writing_and_literature_and_language
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / instruction_followinghuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,405.36 rating
Confidence interval: 1,400.70 – 1,410.02
29913 votes
- Category
- instruction_following
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / japanesehuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,256.01 rating
Confidence interval: 1,235.24 – 1,276.79
1196 votes
- Category
- japanese
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / koreanhuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,312.88 rating
Confidence interval: 1,296.38 – 1,329.39
1605 votes
- Category
- korean
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / longer_queryhuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,418.57 rating
Confidence interval: 1,414.07 – 1,423.07
37861 votes
- Category
- longer_query
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / mathhuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,420.96 rating
Confidence interval: 1,411.59 – 1,430.34
4521 votes
- Category
- math
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / multi_turnhuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,411.68 rating
Confidence interval: 1,405.81 – 1,417.55
15167 votes
- Category
- multi_turn
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / non_englishhuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,382.65 rating
Confidence interval: 1,378.75 – 1,386.55
52553 votes
- Category
- non_english
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / overallhuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,404.79 rating
Confidence interval: 1,401.51 – 1,408.07
89197 votes
- Category
- overall
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / polishhuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,387.90 rating
Confidence interval: 1,373.23 – 1,402.58
1714 votes
- Category
- polish
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / russianhuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,382.95 rating
Confidence interval: 1,376.43 – 1,389.46
10867 votes
- Category
- russian
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / spanishhuman preference · 2026-10-28 · rating
MiniMax-M2.7
1,404.12 rating
Confidence interval: 1,391.80 – 1,416.44
2888 votes
- Category
- spanish
- Evaluated configuration
- MiniMax-M2.7
- Evaluation type
- human preference
Arena text preference / chinesehuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,441.24 rating
Confidence interval: 1,432.59 – 1,449.90
5534 votes
- Category
- chinese
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / codinghuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,454.34 rating
Confidence interval: 1,449.34 – 1,459.33
24097 votes
- Category
- coding
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / creative_writinghuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,354.06 rating
Confidence interval: 1,347.99 – 1,360.13
14495 votes
- Category
- creative_writing
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / englishhuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,426.15 rating
Confidence interval: 1,421.78 – 1,430.51
35157 votes
- Category
- english
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / exclude_tieshuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,387.77 rating
Confidence interval: 1,383.43 – 1,392.11
64142 votes
- Category
- exclude_ties
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / experthuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,443.69 rating
Confidence interval: 1,436.48 – 1,450.90
8487 votes
- Category
- expert
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / frenchhuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,422.88 rating
Confidence interval: 1,410.42 – 1,435.35
3208 votes
- Category
- french
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / germanhuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,399.18 rating
Confidence interval: 1,382.49 – 1,415.88
1467 votes
- Category
- german
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / hard_promptshuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,422.72 rating
Confidence interval: 1,418.80 – 1,426.64
55278 votes
- Category
- hard_prompts
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,441.35 rating
Confidence interval: 1,436.31 – 1,446.39
23721 votes
- Category
- hard_prompts_english
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / industry_business_and_management_and_financial_operationshuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,407.46 rating
Confidence interval: 1,401.81 – 1,413.10
16427 votes
- Category
- industry_business_and_management_and_financial_operations
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / industry_entertainment_and_sports_and_mediahuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,360.53 rating
Confidence interval: 1,355.01 – 1,366.05
18736 votes
- Category
- industry_entertainment_and_sports_and_media
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,403.39 rating
Confidence interval: 1,395.27 – 1,411.51
6534 votes
- Category
- industry_legal_and_government
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,416.68 rating
Confidence interval: 1,410.72 – 1,422.65
13637 votes
- Category
- industry_life_and_physical_and_social_science
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / industry_mathematicalhuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,437.75 rating
Confidence interval: 1,428.22 – 1,447.28
4519 votes
- Category
- industry_mathematical
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,409.14 rating
Confidence interval: 1,400.57 – 1,417.71
5829 votes
- Category
- industry_medicine_and_healthcare
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,445.95 rating
Confidence interval: 1,441.50 – 1,450.40
34214 votes
- Category
- industry_software_and_it_services
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,376.04 rating
Confidence interval: 1,370.77 – 1,381.30
20686 votes
- Category
- industry_writing_and_literature_and_language
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / instruction_followinghuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,405.03 rating
Confidence interval: 1,400.30 – 1,409.75
28460 votes
- Category
- instruction_following
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / japanesehuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,261.30 rating
Confidence interval: 1,239.88 – 1,282.72
1111 votes
- Category
- japanese
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / koreanhuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,313.68 rating
Confidence interval: 1,296.86 – 1,330.49
1535 votes
- Category
- korean
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / longer_queryhuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,418.76 rating
Confidence interval: 1,414.20 – 1,423.33
36152 votes
- Category
- longer_query
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / mathhuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,420.27 rating
Confidence interval: 1,410.67 – 1,429.86
4268 votes
- Category
- math
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / multi_turnhuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,411.97 rating
Confidence interval: 1,406.00 – 1,417.94
14532 votes
- Category
- multi_turn
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / non_englishhuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,382.34 rating
Confidence interval: 1,378.38 – 1,386.31
49817 votes
- Category
- non_english
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / overallhuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,404.83 rating
Confidence interval: 1,401.51 – 1,408.16
84977 votes
- Category
- overall
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / polishhuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,388.39 rating
Confidence interval: 1,373.43 – 1,403.35
1648 votes
- Category
- polish
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / russianhuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,382.76 rating
Confidence interval: 1,376.10 – 1,389.42
10254 votes
- Category
- russian
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Arena text preference / spanishhuman preference · 2026-10-15 · rating
MiniMax-M2.7
1,402.03 rating
Confidence interval: 1,389.37 – 1,414.70
2710 votes
- Category
- spanish
- Evaluated configuration
- minimax-m2.7
- Evaluation type
- human preference
Run it locally
API cost
Standard text-token estimate. Excludes taxes, caching, batch discounts, reasoning and multimodal surcharges. Provider limits and regional availability may differ.
MiniMax-M2.7
Capabilities
- Context window
- 204,800 tokens
- Maximum output
- 131,072 tokens
- Reasoning
- Yes
- Tool calling
- Yes
- Open weights
- Yes
Input modalities
- text
Output modalities
- text
Processing & platform
- Architecture
- minimax_m2
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* Provisional data