Model comparison
Inkling vs MiMo-V2-Pro
Head-to-head evidence from 10 shared benchmark results across 3 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Inkling #20 (Supported); MiMo-V2-Pro #17 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Inkling and MiMo-V2-Pro share 10 comparable benchmark results. 1 of 8 categories are comparable. 22 results are unique to Inkling; 5 to MiMo-V2-Pro.
Updated July 23, 2026- Shared results
- 10
- Inkling only
- 22
- MiMo-V2-Pro only
- 5
- Comparable categories
- 1 / 8
Pick MiMo-V2-Pro if you want the stronger benchmark profile. Inkling only becomes the better choice if you would rather avoid the extra latency and token burn of a reasoning model.
Confidence note. This is a partial-evidence comparison with 10 shared benchmark results across 3 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
MiMo-V2-Pro has the cleaner BenchAlign overall profile here, landing at 67.78 versus 67.54. It is a real lead, but still close enough that category-level strengths matter more than the headline number.
MiMo-V2-Pro's sharpest advantage is in coding, where it averages 78 against 68.6. The single biggest benchmark swing on the page is SWE-bench Verified, 77.6% to 78%.
MiMo-V2-Pro is the reasoning model in the pair, while Inkling 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.
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 | Inkling | Δ | MiMo-V2-Pro |
|---|---|---|---|
| Coding | Inkling68.6 | Margin→ 9.4 | MiMo-V2-Pro78.0 |
| Agentic | Inkling69.4 | MarginNo overlap | MiMo-V2-ProNot measured |
| Knowledge | Inkling51.6 | MarginNo overlap | MiMo-V2-ProNot measured |
| Math | Inkling97.1 | MarginNo overlap | MiMo-V2-ProNot measured |
| Multimodal | Inkling76.5 | MarginNo overlap | MiMo-V2-ProNot measured |
| Inst. Following | Inkling79.8 | MarginNo overlap | MiMo-V2-ProNot measured |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
SWE-bench Verified
CodingA 77.6%B 78%Winner: MiMo-V2-ProΔ 0.4SWE-bench Verified: Inkling scored 77.6%; MiMo-V2-Pro scored 78%. MiMo-V2-Pro wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Inkling | MiMo-V2-Pro | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Inkling$1.87 input / $4.68 output | MiMo-V2-ProNot available | A complete price comparison is not available. |
| Generation speedtokens per second | InklingNot available | MiMo-V2-ProNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | InklingNot available | MiMo-V2-ProNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Inkling1M | MiMo-V2-Pro1M | Listed context windows are equal. |
Benchmark Deep Dive
Agentic13 benchmarks
| Benchmark | Inkling | MiMo-V2-Pro | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 63.8% | — | Not comparable |
| BrowseCompSource | 77.1% | — | Not comparable |
| MCP AtlasSource | 74.1% | — | Not comparable |
| Design Arena Agentic Web DevSource | 1257 | — | Not comparable |
| AA Agentic IndexSource | 32.3% | — | Not comparable |
| GDPval-AASource | 36.9% | — | Not comparable |
| GDPval-AASource | 1239 | — | Not comparable |
| AA BriefcaseSource | 836 | — | Not comparable |
| AA Tau3 BankingSource | 23.7% | — | Not comparable |
| Claw-EvalSource | — | 57.8% | Not comparable |
| τ²-bench resultsSource | — | 95% | Not comparable |
| Gert LabsSource | — | 36.68% | Not comparable |
| ResearchClawBenchSource | — | 15.3% | Not comparable |
CodingMiMo-V2-Pro wins5 benchmarks
Reasoning2 benchmarks
Knowledge10 benchmarks
| Benchmark | Inkling | MiMo-V2-Pro | Result |
|---|---|---|---|
| GPQASource | 87.9% | — | Not comparable |
| GPQA-DSource | 87.9% | — | Not comparable |
| HLESource | 46% | — | Not comparable |
| HLE w/o toolsSource | 30% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 40.7% | 40.3% | Inkling leads |
| AA-GPQA DiamondSource | 87.2% | 87.0% | Inkling leads |
| AA-HLESource | 29.7% | 28.3% | Inkling leads |
| AA-Omniscience IndexSource | 2.1% | 4.9% | MiMo-V2-Pro leads |
| AA-Omniscience AccuracySource | 40.0% | 26.8% | Inkling leads |
| AA-Omniscience Hallucination RateSource | 63.1% | 29.9% | MiMo-V2-Pro leads |
Math1 benchmarks
| Benchmark | Inkling | MiMo-V2-Pro | Result |
|---|---|---|---|
| AIME26Source | 97.1% | — | Not comparable |
Multimodal4 benchmarks
Frequently Asked Questions (2)
Which is better, Inkling or MiMo-V2-Pro?
MiMo-V2-Pro is ahead on BenchLM's BenchAlign leaderboard, 67.78 to 67.54. The biggest single separator in this matchup is SWE-bench Verified, where the scores are 77.6% and 78%.
Which is better for coding, Inkling or MiMo-V2-Pro?
MiMo-V2-Pro has the edge for coding in this comparison, averaging 78 versus 68.6. Inside this category, AA-SciCode is the benchmark that creates the most daylight between them.
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