Model comparison
Gemini 3.1 Pro vs MiMo-V2.5-Pro
Head-to-head evidence from 24 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Gemini 3.1 Pro #83 (Estimated); MiMo-V2.5-Pro #14 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Gemini 3.1 Pro and MiMo-V2.5-Pro share 24 comparable benchmark results. 0 of 8 categories are comparable. 23 results are unique to Gemini 3.1 Pro; 7 to MiMo-V2.5-Pro.
Updated July 21, 2026- Shared results
- 24
- Gemini 3.1 Pro only
- 23
- MiMo-V2.5-Pro only
- 7
- Comparable categories
- 0 / 8
Benchmark data for Gemini 3.1 Pro and MiMo-V2.5-Pro is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 24 shared benchmark results across 6 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
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 | Gemini 3.1 Pro | Δ | MiMo-V2.5-Pro |
|---|---|---|---|
| Agentic | Gemini 3.1 ProNot measured | MarginNo overlap | MiMo-V2.5-Pro68.4 |
| Coding | Gemini 3.1 ProNot measured | MarginNo overlap | MiMo-V2.5-Pro57.2 |
| Reasoning | Gemini 3.1 Pro77.1 | MarginNo overlap | MiMo-V2.5-ProNot measured |
| Knowledge | Gemini 3.1 ProNot measured | MarginNo overlap | MiMo-V2.5-Pro48.0 |
| Math | Gemini 3.1 Pro31.8 | MarginNo overlap | MiMo-V2.5-ProNot measured |
| Multimodal | Gemini 3.1 Pro82.6 | MarginNo overlap | MiMo-V2.5-ProNot measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Gemini 3.1 Pro | MiMo-V2.5-Pro | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Gemini 3.1 Pro$2 input / $12 output | MiMo-V2.5-ProNot available | A complete price comparison is not available. |
| Generation speedtokens per second | Gemini 3.1 Pro109 tok/s | MiMo-V2.5-ProNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Gemini 3.1 Pro29.71 s | MiMo-V2.5-ProNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Gemini 3.1 Pro1M | MiMo-V2.5-Pro1M | Listed context windows are equal. |
Benchmark Deep Dive
Agentic19 benchmarks
| Benchmark | Gemini 3.1 Pro | MiMo-V2.5-Pro | Result |
|---|---|---|---|
| Claw-EvalSource | 57.8% | 63.8% | MiMo-V2.5-Pro leads |
| DeepSearchQASource | 69.7% | — | Not comparable |
| τ²-bench resultsSource | 95.6% | 94.2% | Gemini 3.1 Pro leads |
| AA Agentic IndexSource | 21.4% | 29.1% | MiMo-V2.5-Pro leads |
| APEX-Agents-AASource | 32.0% | 2.4% | Gemini 3.1 Pro leads |
| GDPval-AASource | 23.3% | 38.3% | MiMo-V2.5-Pro leads |
| GDPval-AASource | 965 | 1265 | MiMo-V2.5-Pro leads |
| Gert LabsSource | 56.87% | 62.70% | MiMo-V2.5-Pro leads |
| ResearchClawBenchSource | 13.3% | — | Not comparable |
| AA AutomationBenchSource | 37.5% | — | Not comparable |
| AA EnterpriseOps-GymSource | 42.2% | — | Not comparable |
| AA Harvey LABSource | 58.9% | 73.3% | MiMo-V2.5-Pro leads |
| AA ITBenchSource | 30.3% | 38.2% | MiMo-V2.5-Pro leads |
| AA Tau3 BankingSource | 16.5% | — | Not comparable |
| terminalBenchHardSource | 53.8% | 43.2% | Gemini 3.1 Pro leads |
| aaTerminalBench21Source | 73.8% | 65.2% | Gemini 3.1 Pro leads |
| τ³-bench resultsSource | — | 72.9% | Not comparable |
| Terminal-Bench 2.0Source | — | 68.4% | Not comparable |
| AA BriefcaseSource | — | 873 | Not comparable |
Coding7 benchmarks
| Benchmark | Gemini 3.1 Pro | MiMo-V2.5-Pro | Result |
|---|---|---|---|
| LiveCodeBench ProSource | 82.9% | — | Not comparable |
| React Native EvalsSource | 78.9% | — | Not comparable |
| Vibe Code BenchSource | 32.03% | — | Not comparable |
| AA Coding IndexSource | 68.8% | 60.2% | Gemini 3.1 Pro leads |
| AA-SciCodeSource | 58.9% | 50.2% | Gemini 3.1 Pro leads |
| SWE-bench ProSource | — | 57.2% | Not comparable |
| Terminal-Bench 2.0Source | — | 68.4% | Not comparable |
Reasoning3 benchmarks
Knowledge12 benchmarks
| Benchmark | Gemini 3.1 Pro | MiMo-V2.5-Pro | Result |
|---|---|---|---|
| GPQA-DSource | 94.3% | — | Not comparable |
| HLE w/o toolsSource | 45.4% | 34% | Gemini 3.1 Pro leads |
| HealthBench HardSource | 20.6% | — | Not comparable |
| MedXpertQA (Text)Source | 71.5% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 46.5% | 42.2% | Gemini 3.1 Pro leads |
| AA-GPQA DiamondSource | 94.1% | 86.6% | Gemini 3.1 Pro leads |
| AA-HLESource | 44.7% | 33.8% | Gemini 3.1 Pro leads |
| AA-Omniscience IndexSource | 32.9% | 3.6% | Gemini 3.1 Pro leads |
| AA-Omniscience AccuracySource | 55.3% | 22.6% | Gemini 3.1 Pro leads |
| AA-Omniscience Hallucination RateSource | 49.9% | 24.5% | MiMo-V2.5-Pro leads |
| HLESource | — | 48% | Not comparable |
| AA Openness IndexSource | — | 38.9% | Not comparable |
Math2 benchmarks
Multilingual1 benchmarks
| Benchmark | Gemini 3.1 Pro | MiMo-V2.5-Pro | Result |
|---|---|---|---|
| AA Global-MMLU-LiteSource | 93.2% | — | Not comparable |
Multimodal9 benchmarks
| Benchmark | Gemini 3.1 Pro | MiMo-V2.5-Pro | Result |
|---|---|---|---|
| MMMU-ProSource | 83.9% | — | Not comparable |
| CharXivSource | 80.2% | — | Not comparable |
| ERQASource | 69.4% | — | Not comparable |
| SimpleVQASource | 72.4% | — | Not comparable |
| ScreenSpot ProSource | 84.4% | — | Not comparable |
| ZeroBenchSource | 29.0% | — | Not comparable |
| MedXpertQA (MM)Source | 81.3% | — | Not comparable |
| AA-MMMU-ProSource | 82.4% | — | Not comparable |
| Design Arena WebsiteSource | 1281 | 1298 | MiMo-V2.5-Pro leads |
Inst. Following1 benchmarks
| Benchmark | Gemini 3.1 Pro | MiMo-V2.5-Pro | Result |
|---|---|---|---|
| AA-IFBenchSource | 77.1% | 79.9% | MiMo-V2.5-Pro leads |
Frequently Asked Questions (3)
Can I compare Gemini 3.1 Pro and MiMo-V2.5-Pro on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for Gemini 3.1 Pro and MiMo-V2.5-Pro today?
Gemini 3.1 Pro: $2.00 input / $12.00 output per 1M tokens MiMo-V2.5-Pro: Pricing unavailable Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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