BlogLLM Benchmark Scores as Published, Side by Side
MiniMax-M3.1-Flash: Benchmark Scores as Published
Every result the catalog holds for MiniMax-M3.1-Flash: 14 tests in 9 areas, from 4 pages. All were printed by MiniMax itself. Each number is as printed; nothing is ranked or rescored.
Developer MiniMaxReleased 2026-10-19Context window 1MInput Text, image, videoOutput TextWeights OpenData version 2026103001, as of 2026-10-30
Knowledge Work
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| AutomationBench | 62.8% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25 | Dataset revision: v1.0.6 |
Agentic Coding
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| DeepSWE v1.1 | 73.7% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25; printed on 1 more page | Harness: mini-SWE-agent 2.4.5; Dataset revision: v1.1 |
| Terminal-Bench 4.0 | 38.1% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25 | Harness: Codex 0.149.1 |
| NL2Repo-Bench | 61.2 | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25 | Harness: Claude Code 2.1.233 |
ML Engineering
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| PostTrainBench v1.1 | 39.3% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25 | Harness: Claude Code 2.1.251; Dataset revision: v1.1 |
Long Context
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| LOCA-Bench (256k environment description) | 60.3% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25 | - |
Computer Use
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| OSWorld 2.0 | 61.7% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25; printed on 1 more page | Dataset revision: 0808 Full release |
Multimodal Understanding
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| CharXiv Reasoning (no tools) | 82.5% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25 | Tools: none |
| GDP.pdf | 20.8% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25 | - |
| BabyVision (with tools) | 91% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25 | Harness: Claude Code 2.1.285; Tools: enabled |
Cybersecurity
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| CyberGym | 82.2% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25; printed on 1 more page | Harness: Claude Code 2.1.263 |
General Knowledge and Reasoning
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| Humanity's Last Exam (no tools) | 43.4% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25 | Tools: none; Dataset revision: text-only subset (2,158 questions) |
Tool Use and Workflows
| Test | Value | Printed by | Setup as printed |
|---|---|---|---|
| Agents' Last Exam (pass rate) | 29.6% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25; printed on 1 more page | - |
| BankerToolBench | 76.2% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25; printed on 1 more page | Harness: OpenCode 1.17.18 |
Price
API list prices in US dollars per one million tokens, as printed on the developer's pricing page on the day checked. Cost per task is measured by Vals AI.
| Price | Value | Printed by | Setup as printed |
|---|---|---|---|
| Input | $0.15 | MiniMax, MiniMax API pricingchecked 2026-10-19 | - |
| Cached input | $0.015 | MiniMax, MiniMax API pricingchecked 2026-10-19 | - |
| Output | $0.6 | MiniMax, MiniMax API pricingchecked 2026-10-19 | - |
| Cost per taskVals AI, USD, lower is better | $1.15 | Vals AI, Vibe Code Bench v1.1 leaderboardchecked 2026-10-27 | Harness: OpenHands |
Side by side
More from MiniMax
Every number here is read from the same catalog file as the benchmark table, data version 2026103001. Where one page printed the model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.