Model comparison
MiniMax M3 vs Qwen3.5-122B-A10B
Head-to-head evidence from 21 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Verified leaderboard positions: MiniMax M3 #18; Qwen3.5-122B-A10B #25
BenchAlign evidence: MiniMax M3 supported; Qwen3.5-122B-A10B supported. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. MiniMax M3 and Qwen3.5-122B-A10B share 21 comparable benchmark results. 3 of 8 categories are comparable. 24 results are unique to MiniMax M3; 11 to Qwen3.5-122B-A10B.
Updated July 16, 2026- Shared results
- 21
- MiniMax M3 only
- 24
- Qwen3.5-122B-A10B only
- 11
- Comparable categories
- 3 / 8
Pick MiniMax M3 if you want the stronger benchmark profile. Qwen3.5-122B-A10B only becomes the better choice if multimodal & grounded is the priority or you want the cheaper token bill.
Confidence note. This is a partial-evidence comparison with 21 shared benchmark results across 6 evidence categories; 3 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
MiniMax M3 is clearly ahead on the provisional aggregate, 70 to 59. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
MiniMax M3's sharpest advantage is in agentic, where it averages 72.3 against 56.4. The single biggest benchmark swing on the page is BrowseComp, 83.5% to 63.8%. Qwen3.5-122B-A10B does hit back in multimodal & grounded, so the answer changes if that is the part of the workload you care about most.
MiniMax M3 is also the more expensive model on tokens at $0.30 input / $1.20 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Qwen3.5-122B-A10B. That is roughly Infinityx on output cost alone. Qwen3.5-122B-A10B is the reasoning model in the pair, while MiniMax M3 is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. MiniMax M3 gives you the larger context window at 1M, compared with 262K for Qwen3.5-122B-A10B.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | MiniMax M3 | Δ | Qwen3.5-122B-A10B |
|---|---|---|---|
| Agentic | MiniMax M372.3 | Margin← 15.9 | Qwen3.5-122B-A10B56.4 |
| Multimodal | MiniMax M364.9 | Margin→ 12.3 | Qwen3.5-122B-A10B77.2 |
| Coding | MiniMax M372.2 | Margin← 0.2 | Qwen3.5-122B-A10B72.0 |
| Reasoning | MiniMax M3Not measured | MarginNo overlap | Qwen3.5-122B-A10B60.2 |
| Knowledge | MiniMax M3Not measured | MarginNo overlap | Qwen3.5-122B-A10B83.6 |
| Math | MiniMax M385.7 | MarginNo overlap | Qwen3.5-122B-A10BNot measured |
| Multilingual | MiniMax M3Not measured | MarginNo overlap | Qwen3.5-122B-A10B82.2 |
| Inst. Following | MiniMax M3Not measured | MarginNo overlap | Qwen3.5-122B-A10B93.4 |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
BrowseComp
AgenticA 83.5%B 63.8%Winner: MiniMax M3Δ 19.7BrowseComp: MiniMax M3 scored 83.5%; Qwen3.5-122B-A10B scored 63.8%. MiniMax M3 wins this benchmark. - Source ↗
Terminal-Bench 2.0
AgenticA 66%B 49.4%Winner: MiniMax M3Δ 16.6Terminal-Bench 2.0: MiniMax M3 scored 66%; Qwen3.5-122B-A10B scored 49.4%. MiniMax M3 wins this benchmark. - Source ↗
OSWorld-Verified
AgenticA 70.1%B 58%Winner: MiniMax M3Δ 12.1OSWorld-Verified: MiniMax M3 scored 70.1%; Qwen3.5-122B-A10B scored 58%. MiniMax M3 wins this benchmark. - Source ↗
SWE-bench Verified
CodingA 80.5%B 72%Winner: MiniMax M3Δ 8.5SWE-bench Verified: MiniMax M3 scored 80.5%; Qwen3.5-122B-A10B scored 72%. MiniMax M3 wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | MiniMax M3 | Qwen3.5-122B-A10B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | MiniMax M3$0.3 input / $1.2 output | Qwen3.5-122B-A10B$0 input / $0 output | Qwen3.5-122B-A10B has the lower combined listed price. |
| Generation speedtokens per second | MiniMax M3Not available | Qwen3.5-122B-A10BNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | MiniMax M3Not available | Qwen3.5-122B-A10BNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | MiniMax M31M | Qwen3.5-122B-A10B262K | MiniMax M3 lists the larger context window. |
Benchmark Deep Dive
AgenticMiniMax M3 wins16 benchmarks
| Benchmark | MiniMax M3 | Qwen3.5-122B-A10B | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 66% | 49.4% | MiniMax M3 leads |
| BrowseCompSource | 83.5% | 63.8% | MiniMax M3 leads |
| OSWorld-VerifiedSource | 70.1% | 58% | MiniMax M3 leads |
| MCP AtlasSource | 74.2% | — | Not comparable |
| Claw-EvalSource | 74.5% | — | Not comparable |
| AA Agentic IndexSource | 35.4% | 20.7% | MiniMax M3 leads |
| τ²-bench resultsSource | 88.9% | 93.6% | Qwen3.5-122B-A10B leads |
| GDPval-AASource | 44.7% | 23.9% | MiniMax M3 leads |
| GDPval-AASource | 1395 | 978 | MiniMax M3 leads |
| GDPval rubricsSource | 74.7% | — | Not comparable |
| BankerToolBenchSource | 76.1% | — | Not comparable |
| ResearchClawBenchSource | 19.8% | — | Not comparable |
| OSWorld 2.0Source | 4.6% | — | Not comparable |
| AA BriefcaseSource | 1110 | — | Not comparable |
| AA EnterpriseOps-GymSource | 32.1% | — | Not comparable |
| AA Harvey LABSource | 6.7% | — | Not comparable |
CodingMiniMax M3 wins11 benchmarks
| Benchmark | MiniMax M3 | Qwen3.5-122B-A10B | Result |
|---|---|---|---|
| SWE-bench VerifiedSource | 80.5% | 72% | MiniMax M3 leads |
| SWE-bench ProSource | 59% | — | Not comparable |
| Terminal-Bench 2.0Source | 66.0% | — | Not comparable |
| NL2RepoSource | 42.1% | — | Not comparable |
| AA Coding IndexSource | 58.6% | 45.7% | MiniMax M3 leads |
| Terminal-Bench HardSource | 42.4% | 31.1% | MiniMax M3 leads |
| AA-SciCodeSource | 45.4% | 42.0% | MiniMax M3 leads |
| VIBE V2Source | 50.1% | — | Not comparable |
| SVG-BenchSource | 63.7% | — | Not comparable |
| KernelBench HardSource | 28.8% | — | Not comparable |
| AA Terminal-Bench 2.1Source | 65.2% | — | Not comparable |
Reasoning3 benchmarks
Knowledge10 benchmarks
| Benchmark | MiniMax M3 | Qwen3.5-122B-A10B | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 44.4% | 32.3% | MiniMax M3 leads |
| AA-GPQA DiamondSource | 92.9% | 85.7% | MiniMax M3 leads |
| AA-HLESource | 37.1% | 23.4% | MiniMax M3 leads |
| AA-Omniscience IndexSource | 1.4% | -39.6% | MiniMax M3 leads |
| AA-Omniscience AccuracySource | 15.0% | 24.7% | Qwen3.5-122B-A10B leads |
| AA-Omniscience Hallucination RateSource | 16.1% | 85.5% | MiniMax M3 leads |
| AA Openness IndexSource | 33.3% | — | Not comparable |
| MMLU-ProSource | — | 86.7% | Not comparable |
| SuperGPQASource | — | 67.1% | Not comparable |
| GPQASource | — | 86.6% | Not comparable |
Math1 benchmarks
| Benchmark | MiniMax M3 | Qwen3.5-122B-A10B | Result |
|---|---|---|---|
| USAMO 2026Source | 85.7% | — | Not comparable |
Multilingual1 benchmarks
| Benchmark | MiniMax M3 | Qwen3.5-122B-A10B | Result |
|---|---|---|---|
| MMLU-ProXSource | — | 82.2% | Not comparable |
MultimodalQwen3.5-122B-A10B wins12 benchmarks
| Benchmark | MiniMax M3 | Qwen3.5-122B-A10B | Result |
|---|---|---|---|
| OfficeQA ProSource | 45.1% | — | Not comparable |
| OmniDocBench 1.5Source | 91.6% | — | Not comparable |
| MMMU-ProSource | 78.1% | — | Not comparable |
| VideoMMMUSource | 84.6% | — | Not comparable |
| Video-MME (with subtitle)Source | 85.4% | — | Not comparable |
| Design Arena WebsiteSource | 1294 | — | Not comparable |
| AA-MMMU-ProSource | 78.6% | 75.0% | MiniMax M3 leads |
| MMMUSource | — | 83.9% | Not comparable |
| MMVUSource | — | 74.7% | Not comparable |
| MathVisionSource | — | 86.2% | Not comparable |
| CharXivSource | — | 77.2% | Not comparable |
| V*Source | — | 93.2% | Not comparable |
Frequently Asked Questions (4)
Which is better, MiniMax M3 or Qwen3.5-122B-A10B?
MiniMax M3 is ahead on BenchLM's provisional leaderboard, 70 to 59. The biggest single separator in this matchup is BrowseComp, where the scores are 83.5% and 63.8%.
Which is better for coding, MiniMax M3 or Qwen3.5-122B-A10B?
MiniMax M3 has the edge for coding in this comparison, averaging 72.2 versus 72. Inside this category, AA Coding Index is the benchmark that creates the most daylight between them.
Which is better for agentic tasks, MiniMax M3 or Qwen3.5-122B-A10B?
MiniMax M3 has the edge for agentic tasks in this comparison, averaging 72.3 versus 56.4. Inside this category, GDPval-AA is the benchmark that creates the most daylight between them.
Which is better for multimodal and grounded tasks, MiniMax M3 or Qwen3.5-122B-A10B?
Qwen3.5-122B-A10B has the edge for multimodal and grounded tasks in this comparison, averaging 77.2 versus 64.9. Inside this category, AA-MMMU-Pro is the benchmark that creates the most daylight between them.
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