MiniMax-M2.7
MiniMax
Parameters
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Architecture
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Released
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License
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About
No detailed description available for this model.
Benchmark Scores
| Benchmark | Score | Date |
|---|---|---|
|
SWE-bench Pro
coding_agent
|
70.25%
|
11.06.2026 |
|
Terminal Bench 2.1
coding_agent
|
56.21%
|
11.06.2026 |
|
SWE Atlas - QnA
coding_agent
|
3.83%
|
11.06.2026 |
|
NL2Repo-Bench
coding_agent
|
28.03%
|
11.06.2026 |
|
SWE Atlas - TW
coding_agent
|
22.55%
|
11.06.2026 |
|
SWE-efficiency
coding_agent
|
14.00
|
11.06.2026 |
|
LiveSQLBench
coding_agent
|
33.20
|
11.06.2026 |
|
CL-bench
coding_agent
|
15.40
|
11.06.2026 |
|
VIBE-V2
coding_agent
|
35.48%
|
11.06.2026 |
|
SVG-Bench
coding_agent
|
48.00
|
11.06.2026 |
|
PostTrainBench
coding_agent
|
13.10
|
11.06.2026 |
|
KernelBench Hard
coding_agent
|
10.50
|
11.06.2026 |
|
PaperBench
coding_agent
|
30.60
|
11.06.2026 |
|
DRACO
general_agent
|
6.84%
|
11.06.2026 |
|
BankerToolBench
general_agent
|
63.90
|
11.06.2026 |
|
SpreadSheetBench-v1
general_agent
|
91.76%
|
11.06.2026 |
|
YC-Bench
general_agent
|
0.00
|
11.06.2026 |
|
MCP-Atlas
general_agent
|
50.34%
|
11.06.2026 |
|
Apex-Agents
general_agent
|
5.60
|
11.06.2026 |
|
AgentWorldBench MCP
general_agent
|
5.87%
|
24.06.2026 |
|
AgentWorldBench Search
general_agent
|
33.75%
|
24.06.2026 |
|
AgentWorldBench Terminal
general_agent
|
41.62
|
24.06.2026 |
|
AgentWorldBench SWE
general_agent
|
37.44
|
24.06.2026 |
|
AgentWorldBench Android
general_agent
|
52.40
|
24.06.2026 |
|
AgentWorldBench Web
general_agent
|
45.24%
|
24.06.2026 |
|
AgentWorldBench OS
general_agent
|
10.48%
|
24.06.2026 |
|
AgentWorldBench Overall
general_agent
|
46.12
|
24.06.2026 |
|
Vals.ai Financial Agent 1.1 (without web search)
general_agent
|
51.30
|
04.06.2026 |
|
Terminal-Bench 2.1 (Terminus-2)
coding_agent
|
50.89%
|
04.06.2026 |
|
CritPt (no tools)
stem_reasoning
|
0.60
|
04.06.2026 |
|
Vals.ai Financial Agent 1.1 (with web search)
general_agent
|
50.50
|
04.06.2026 |
|
GDPVal
general_agent
|
28.20%
|
04.06.2026 |
|
MMLU-Pro
knowledge
|
70.65%
|
04.06.2026 |
|
LiveCodeBench v6
stem_reasoning
|
77.76%
|
04.06.2026 |
|
SWE-bench Verified
coding_agent
|
85.89%
|
04.06.2026 |
|
SWE-bench Multilingual
coding_agent
|
79.05%
|
04.06.2026 |
|
IMOAnswerBench
stem_reasoning
|
64.91%
|
04.06.2026 |
|
IMOAnswerBench (with tools)
stem_reasoning
|
75.10
|
04.06.2026 |
|
ProfBench (Search)
general_agent
|
43.17%
|
04.06.2026 |
|
OmniScience Accuracy
knowledge
|
20.50
|
04.06.2026 |
|
OmniScience Non-Hallucination
knowledge
|
94.33%
|
04.06.2026 |
|
Apex-Shortlist (no tools)
stem_reasoning
|
28.90
|
04.06.2026 |
|
IFBench (prompt loose)
instruction_following
|
62.05%
|
04.06.2026 |
|
PinchBench
general_agent
|
77.60
|
04.06.2026 |
|
TauBench V3 Airline
general_agent
|
75.30
|
04.06.2026 |
|
Apex-Shortlist (with tools)
stem_reasoning
|
51.90
|
04.06.2026 |
|
Multi-Challenge
instruction_following
|
42.50
|
04.06.2026 |
|
TauBench V3 Retail
general_agent
|
32.26%
|
04.06.2026 |
|
TauBench V3 Telecom
general_agent
|
89.60
|
04.06.2026 |
|
GPQA Diamond
stem_reasoning
|
85.44%
|
04.06.2026 |
|
AA-LCR
long_context
|
87.25%
|
04.06.2026 |
|
SciCode (subtask)
stem_reasoning
|
38.30
|
04.06.2026 |
|
TauBench V3 Banking
general_agent
|
8.74%
|
04.06.2026 |
|
Humanity's Last Exam
stem_reasoning
|
39.77%
|
04.06.2026 |
|
MMLU-ProX
multilingual
|
48.39%
|
04.06.2026 |
|
TauBench V3 Average
general_agent
|
66.10
|
04.06.2026 |
|
WMT24++ (en→xx)
multilingual
|
92.02%
|
04.06.2026 |
|
BrowseComp
general_agent
|
57.89%
|
04.06.2026 |
|
Claw-Eval Avg
coding_agent
|
58.97%
|
11.06.2026 |