Model comparison
Gemini 3.1 Flash-Lite vs MiMo-V2-Flash
Head-to-head evidence from 15 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Gemini 3.1 Flash-Lite #111 (Supported); MiMo-V2-Flash #91 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Gemini 3.1 Flash-Lite and MiMo-V2-Flash share 15 comparable benchmark results. 0 of 8 categories are comparable. 5 results are unique to Gemini 3.1 Flash-Lite; 4 to MiMo-V2-Flash.
Updated July 20, 2026- Shared results
- 15
- Gemini 3.1 Flash-Lite only
- 5
- MiMo-V2-Flash only
- 4
- Comparable categories
- 0 / 8
Benchmark data for Gemini 3.1 Flash-Lite and MiMo-V2-Flash is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 15 shared benchmark results across 5 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.
Gemini 3.1 Flash-Lite is priced at $0.25 input / $1.50 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for MiMo-V2-Flash. Gemini 3.1 Flash-Lite has the larger context window at 1M, compared with 256K for MiMo-V2-Flash.
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 Flash-Lite | Δ | MiMo-V2-Flash |
|---|---|---|---|
| Coding | Gemini 3.1 Flash-LiteNot measured | MarginNo overlap | MiMo-V2-Flash73.4 |
| Knowledge | Gemini 3.1 Flash-LiteNot measured | MarginNo overlap | MiMo-V2-Flash84.7 |
| Multimodal | Gemini 3.1 Flash-Lite73.2 | MarginNo overlap | MiMo-V2-FlashNot measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Gemini 3.1 Flash-Lite | MiMo-V2-Flash | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Gemini 3.1 Flash-Lite$0.25 input / $1.5 output | MiMo-V2-Flash$0 input / $0 output | MiMo-V2-Flash has the lower combined listed price. |
| Generation speedtokens per second | Gemini 3.1 Flash-Lite205 tok/s | MiMo-V2-Flash129 tok/s | Gemini 3.1 Flash-Lite has the higher measured throughput. |
| First-answer latencyseconds to first token | Gemini 3.1 Flash-Lite7.50 s | MiMo-V2-Flash2.14 s | MiMo-V2-Flash reaches the first token sooner. |
| Context windowmaximum listed tokens | Gemini 3.1 Flash-Lite1M | MiMo-V2-Flash256K | Gemini 3.1 Flash-Lite lists the larger context window. |
Benchmark Deep Dive
Agentic6 benchmarks
| Benchmark | Gemini 3.1 Flash-Lite | MiMo-V2-Flash | Result |
|---|---|---|---|
| AA Agentic IndexSource | 6.2% | 12.0% | MiMo-V2-Flash leads |
| APEX-Agents-AASource | 12.2% | — | Not comparable |
| τ²-bench resultsSource | 31.3% | 83.9% | MiMo-V2-Flash leads |
| GDPval-AASource | 7.1% | 16.7% | MiMo-V2-Flash leads |
| GDPval-AASource | 642 | 833 | MiMo-V2-Flash leads |
| Gert LabsSource | 38.46% | — | Not comparable |
Coding4 benchmarks
Reasoning2 benchmarks
Knowledge8 benchmarks
| Benchmark | Gemini 3.1 Flash-Lite | MiMo-V2-Flash | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 25.0% | 24.7% | Gemini 3.1 Flash-Lite leads |
| AA-GPQA DiamondSource | 82.2% | 65.6% | Gemini 3.1 Flash-Lite leads |
| AA-HLESource | 16.2% | 8.0% | Gemini 3.1 Flash-Lite leads |
| AA-Omniscience IndexSource | -15.5% | -48.5% | Gemini 3.1 Flash-Lite leads |
| AA-Omniscience AccuracySource | 36.4% | 15.2% | Gemini 3.1 Flash-Lite leads |
| AA-Omniscience Hallucination RateSource | 81.6% | 75.1% | MiMo-V2-Flash leads |
| GPQASource | — | 83.7% | Not comparable |
| MMLU-ProSource | — | 84.9% | Not comparable |
Math1 benchmarks
| Benchmark | Gemini 3.1 Flash-Lite | MiMo-V2-Flash | Result |
|---|---|---|---|
| AIME 2025Source | — | 94.1% | Not comparable |
Multimodal2 benchmarks
Inst. Following1 benchmarks
| Benchmark | Gemini 3.1 Flash-Lite | MiMo-V2-Flash | Result |
|---|---|---|---|
| AA-IFBenchSource | 77.2% | 39.9% | Gemini 3.1 Flash-Lite leads |
Frequently Asked Questions (3)
Can I compare Gemini 3.1 Flash-Lite and MiMo-V2-Flash 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 Flash-Lite and MiMo-V2-Flash today?
Gemini 3.1 Flash-Lite: $0.25 input / $1.50 output per 1M tokens MiMo-V2-Flash: $0.00 input / $0.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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