# MiniMax M2.7 vs Qwen3-Coder 480B-A35B

> Side-by-side benchmark comparison for MiniMax M2.7 and Qwen3-Coder 480B-A35B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/minimax-m2-7-vs-qwen3-coder-480b-a35b
- Last updated: October 14, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: MiniMax M2.7 and Qwen3-Coder 480B-A35B share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Qwen3-Coder 480B-A35B has the larger published context window at 256K.

## Model Snapshot

| Property | MiniMax M2.7 | Qwen3-Coder 480B-A35B |
|----------|----------|----------|
| Creator | MiniMax | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | 200K | 256K |
| Independent public score (not head-to-head) | 47.91 | null |
| Benchmarks Covered | 29 | 3 |
| Pricing (input/output) | $0.30 / $1.20 | N/A |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- MiniMax M2.7 public-lane score: 31.4 (Supported · #86/124)
- Qwen3-Coder 480B-A35B public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | Qwen3-Coder 480B-A35B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 57% | Coming soon | Coming soon |
| τ³-bench results | 67.6% | Coming soon | Coming soon |
| Toolathlon | 46.3% | Coming soon | Coming soon |
| MLE-Bench Lite | 66.6% | Coming soon | Coming soon |
| MM-ClawBench | 62.7% | Coming soon | Coming soon |
| Claw-Eval | 48.7% | Coming soon | Coming soon |
| Gert Labs | 40.40% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 48.7% | Coming soon | Coming soon |
| BFCL v3 | Coming soon | 68.7% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- MiniMax M2.7 public-lane score: 34.8 (Supported · #78/149)
- Qwen3-Coder 480B-A35B public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | Qwen3-Coder 480B-A35B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified* | 75.4% | Coming soon | Coming soon |
| SWE-bench Pro | 56.2% | Coming soon | Coming soon |
| SWE-Rebench | 51.9% | Coming soon | Coming soon |
| SWE Multilingual | 76.5% | 54.7% | MiniMax M2.7 |
| Multi-SWE Bench | 52.7% | Coming soon | Coming soon |
| VIBE-Pro | 55.6% | Coming soon | Coming soon |
| NL2Repo | 39.8% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 57.0% | Coming soon | Coming soon |
| Vibe Code Bench | 27.04% | Coming soon | Coming soon |
| React Native Evals | 71.4% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 79.9% | Coming soon | Coming soon |
| SWE-bench (Vals) | 73.8% | Coming soon | Coming soon |
| SWE-bench Verified | Coming soon | 69.6% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- MiniMax M2.7 public-lane score: 79.6 (Unranked · 2 rankable rows)
- Qwen3-Coder 480B-A35B public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- MiniMax M2.7 public-lane score: 46 (Supported · #92/181)
- Qwen3-Coder 480B-A35B public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | Qwen3-Coder 480B-A35B | Winner |
|-----------|-----------|-----------|--------|
| HLE | 28% | Coming soon | Coming soon |
| GPQA-D | 87.0% | Coming soon | Coming soon |
| MMLU-Pro (Arcee) | 80.8% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 86.6% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 80.4% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- MiniMax M2.7 public-lane score: 93 (#13/128)
- Qwen3-Coder 480B-A35B public-lane score: Coming soon

### Mathematics

- Winner: Insufficient shared evidence
- MiniMax M2.7 public-lane score: 70.5 (Unranked · 4 rankable rows)
- Qwen3-Coder 480B-A35B public-lane score: Coming soon

| Benchmark | MiniMax M2.7 | Qwen3-Coder 480B-A35B | Winner |
|-----------|-----------|-----------|--------|
| AIME25 (Arcee) | 80.0% | Coming soon | Coming soon |
| AIME26 | 89.8% | Coming soon | Coming soon |
| HMMT Nov 2025 | 81.0% | Coming soon | Coming soon |
| HMMT Feb 2026 | 72.7% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between MiniMax M2.7 and Qwen3-Coder 480B-A35B?

Not yet. The models share only 1 sourced benchmark row, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [MiniMax M2.7 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-minimax-m2-7)
- [Qwen3-Coder 480B-A35B vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-qwen3-coder-480b-a35b)
- [MiniMax M2.7 vs GPT-6.1 Sol](/compare/gpt-6-1-sol-vs-minimax-m2-7)
- [Qwen3-Coder 480B-A35B vs GPT-6.1 Sol](/compare/gpt-6-1-sol-vs-qwen3-coder-480b-a35b)

## Explore More

- [MiniMax M2.7 profile](/models/minimax-m2-7)
- [Qwen3-Coder 480B-A35B profile](/models/qwen3-coder-480b-a35b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)