Shared benchmarks

19
Shared benchmarks for MiniMax M2.7 and MiniMax M3
BenchmarkMiniMax M2.7MiniMax M3
  • 0.5%
  • 4.9%
Evaluation details for AutomationBench 1.0.6

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

Record for MiniMax M2.7 on AutomationBench 1.0.6

MiniMax M3

Record for MiniMax M3 on AutomationBench 1.0.6
  • 38.3%
  • 53.3%
Evaluation details for BrowseComp 130-question subset — Mercor web research agent

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

MiniMax M3

  • 0.0%
  • 9.1%
Evaluation details for DeepSWE 1.1 — Mercor mini-swe-agent, 500 steps

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

Record for MiniMax M2.7 on DeepSWE 1.1 — Mercor mini-swe-agent, 500 steps

MiniMax M3

Record for MiniMax M3 on DeepSWE 1.1 — Mercor mini-swe-agent, 500 steps
  • 27.9%
  • 48.3%
Evaluation details for Finance Agent Benchmark 2 — October 2026 evaluation

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

  • 86.0%
  • 90.5%
Evaluation details for GPQA Diamond — Mercor single-shot

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

Record for MiniMax M2.7 on Graduate-Level Google-Proof Q&A Diamond — Mercor single-shot

MiniMax M3

Record for MiniMax M3 on Graduate-Level Google-Proof Q&A Diamond — Mercor single-shot
  • 86.6%
  • 92.7%
Evaluation details for GPQA Diamond — Vals AI harness

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

Record for MiniMax M2.7 on Graduate-Level Google-Proof Q&A Diamond — Vals AI harness

MiniMax M3

Record for MiniMax M3 on Graduate-Level Google-Proof Q&A Diamond — Vals AI harness
  • 0.0%
  • 4.2%
Evaluation details for HLAB October 2026 evaluation

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

Record for MiniMax M2.7 on Harvey's Legal Agent Benchmark October 2026 evaluation

MiniMax M3

Record for MiniMax M3 on Harvey's Legal Agent Benchmark October 2026 evaluation
  • 27.1%
  • 37.8%
Evaluation details for Humanity's Last Exam Text only — Mercor single-shot

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

MiniMax M3

  • 79.6%
  • 84.6%
Evaluation details for MMLU-Pro Original — Mercor single-shot

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

MiniMax M3

Record for MiniMax M3 on MMLU-Pro Original — Mercor single-shot
  • 80.4%
  • 84.2%
Evaluation details for MMLU-Pro Original — Vals AI harness

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

Record for MiniMax M2.7 on MMLU-Pro Original — Vals AI harness

MiniMax M3

Record for MiniMax M3 on MMLU-Pro Original — Vals AI harness
  • 60.8%
  • 76.0%
Evaluation details for SWE-bench Multilingual — Mercor mini-swe-agent, 1000 steps

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

  • 75.3%
  • 75.5%
Evaluation details for SWE-bench Verified — Mercor mini-swe-agent, 1000 steps

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

MiniMax M3

  • 73.8%
  • 75.0%
Evaluation details for SWE-bench Verified — Vals AI mini-swe-agent

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

Record for MiniMax M2.7 on SWE-bench Verified — Vals AI mini-swe-agent

MiniMax M3

Record for MiniMax M3 on SWE-bench Verified — Vals AI mini-swe-agent
SWE-benchPotentially non-equivalent: Benchmark versions differ.
  • 76.5%Multilingual · MiniMax
  • 80.5%Verified · MiniMax
Potentially non-equivalent · Evaluation details for SWE-bench

Benchmark versions differ. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

Record for MiniMax M2.7 on SWE-bench Multilingual

MiniMax M3

Record for MiniMax M3 on SWE-bench Verified
  • 56.2%
  • 59.0%
Evaluation details for SWE-bench Pro Public

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

Record for MiniMax M2.7 on SWE-bench Pro Public

MiniMax M3

Record for MiniMax M3 on SWE-bench Pro Public
  • 47.2%
  • 46.1%
Evaluation details for Terminal-Bench 2.0 — Vals AI Terminus 2

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

Record for MiniMax M2.7 on Terminal-Bench 2.0 — Vals AI Terminus 2

MiniMax M3

Record for MiniMax M3 on Terminal-Bench 2.0 — Vals AI Terminus 2
  • 54.3%
  • 61.4%
Evaluation details for Terminal-Bench 2.1 — Mercor Terminus 2

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

Record for MiniMax M2.7 on Terminal-Bench 2.1 — Mercor Terminus 2

MiniMax M3

Record for MiniMax M3 on Terminal-Bench 2.1 — Mercor Terminus 2
  • 48.7%
  • 53.6%
Evaluation details for Terminal-Bench 2.1 — Vals AI Terminus 2

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.

MiniMax M2.7

Record for MiniMax M2.7 on Terminal-Bench 2.1 — Vals AI Terminus 2

MiniMax M3

Record for MiniMax M3 on Terminal-Bench 2.1 — Vals AI Terminus 2
  • 11.9%
  • 47.6%
Evaluation details for Vibe Code Bench 1.1 — OpenHands, October 2026 evaluation

The recorded benchmark version, metric, and evaluator sets match. Evaluation methodology is not recorded by the registry.