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MiniMax-M2.7

By MiniMax, in the MiniMax M family.

Released: 18 Mar 2026
Status: Legacy
Context: 204.8K
Max output: 131.1K
Input per 1M tokens: $0.30
Output per 1M tokens: $1.20
Open weights: Yes
License: minimax-non-commercial
Parameters: —
Knowledge cutoff: —
Reasoning: Yes
Modalities: text → text

Category scores

Out of 100, from independent and third-party results only, by method category-2026-09-29.1.

Category scores
Category	Score	Rank	Coverage
Human preference	50.8	Not ranked	2 of 5

Benchmark results

Every result we hold for this model, with who ran it and where it was published.

Coding & software engineering

Coding & software engineering results
Benchmark	Metric	Value	Provenance	Setting	Evaluated	Source
ExploitBench	Mean capability	13.3%	Source not stated	—	—	Epoch AI via Epoch AI
ExploitBench	Mean capability	13.3%	Source not stated	—	—	Epoch AI via Epoch AI
Terminal-Bench 2.0	Accuracy (mean over trials)	45.1%	Third party	—	—	https://www.tbench.ai/leaderboard/terminal-bench/2.0 via Epoch AI
Terminal-Bench 2.0	Accuracy (mean over trials)	42.9%	Third party	—	—	https://www.tbench.ai/leaderboard/terminal-bench/2.0 via Epoch AI
WeirdML (v2)	Average accuracy	37.0%	Third party	—	—	https://htihle.github.io/weirdml.html via Epoch AI

Human preference

Human preference results
Benchmark	Metric	Value	Provenance	Setting	Evaluated	Source
Code Arena: WebDev (arena.ai)	Arena score (Elo scale)	1397	Independent	—	25 Sep 2026	Arena
Code Arena: WebDev (arena.ai)	Votes	16103	Independent	—	25 Sep 2026	Arena
Text Arena (arena.ai)	Arena score (Elo scale)	1415	Independent	—	25 Sep 2026	Arena
Text Arena (arena.ai)	Votes	77968	Independent	—	25 Sep 2026	Arena

Other MiniMax M versions

Sources

MiniMax-M2.7: benchmarks, price and specs · supermarket.dev