# Inkling 2 Small vs MiMo-V2.6-Pro

> Side-by-side benchmark comparison for Inkling 2 Small and MiMo-V2.6-Pro across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/inkling-2-small-vs-mimo-v2-6-pro
- Last updated: November 7, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Inkling 2 Small leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Inkling 2 Small has the higher overall point estimate 59.06 to 57.31. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in reasoning, where the averages are 86.1 for Inkling 2 Small and 80.8 for MiMo-V2.6-Pro.
- The biggest single benchmark swing is JobBench in Agentic, with scores of 70.5% and 62.0%.
- MiMo-V2.6-Pro is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.

## Model Snapshot

| Property | Inkling 2 Small | MiMo-V2.6-Pro |
|----------|----------|----------|
| Creator | Thinking Machines Lab | Xiaomi |
| Type | Proprietary | Open Weight |
| Reasoning | Hybrid | Reasoning |
| Context | 1M | 1M |
| Overall Score | 59.06 | 57.31 |
| Benchmarks Covered | 25 | 14 |
| Pricing (input/output) | $0.30 / $1.00 | $0.435 / $0.87 |

## Category Breakdown

### Agentic

- Winner: Directional only
- Inkling 2 Small public-lane score: 59.9 (Supported · #26/131)
- MiMo-V2.6-Pro public-lane score: 56 (Estimated · #40/131)

| Benchmark | Inkling 2 Small | MiMo-V2.6-Pro | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 85.1% | 89.9% | MiMo-V2.6-Pro |
| BrowseComp | 90.2% | Coming soon | Coming soon |
| DeepSearchQA | 90.9% | Coming soon | Coming soon |
| MCP Atlas | 85% | Coming soon | Coming soon |
| JobBench | 70.5% | 62.0% | Inkling 2 Small |
| Toolathlon-Verified | Coming soon | 76.9% | Coming soon |
| AutomationBench | Coming soon | 53.1% | Coming soon |
| Agents' Last Exam | Coming soon | 31.6% | Coming soon |
| Terminal-Bench 4.0 | Coming soon | 34.90% | Coming soon |
| OSWorld-Verified | Coming soon | 82% | Coming soon |
| CyberGym | Coming soon | 94.0% | Coming soon |
| ExploitGym | Coming soon | 17.8% | Coming soon |

### Coding

- Winner: Inkling 2 Small
- Inkling 2 Small public-lane score: 59.7 (Supported · #20/157)
- MiMo-V2.6-Pro public-lane score: 57.6 (Supported · #26/157)

| Benchmark | Inkling 2 Small | MiMo-V2.6-Pro | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 82.2% | Coming soon | Coming soon |
| SWE Multilingual | 81.2% | Coming soon | Coming soon |
| sweMarathon | 38.8% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 85.1% | 89.9% | MiMo-V2.6-Pro |
| DeepSWE | 72.1% | 71.9% | Inkling 2 Small |
| PostTrainBench v1.2 | 31.9% | Coming soon | Coming soon |
| ProgramBench | Coming soon | 26.5% | Coming soon |
| Bug Hunt Bench | Coming soon | 22.7 fixes | Coming soon |

### Reasoning

- Winner: Not comparable
- Inkling 2 Small public-lane score: 86.1 (Unranked · 2 rankable rows)
- MiMo-V2.6-Pro public-lane score: 80.8 (Unranked · 2 rankable rows)

| Benchmark | Inkling 2 Small | MiMo-V2.6-Pro | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 70.6% | Coming soon | Coming soon |
| STEMBench | Coming soon | 2.17 | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Inkling 2 Small public-lane score: 86.6 (#12/59)
- MiMo-V2.6-Pro public-lane score: Coming soon

| Benchmark | Inkling 2 Small | MiMo-V2.6-Pro | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | 87.7% | Coming soon | Coming soon |
| CharXiv w/o tools | 85.6% | Coming soon | Coming soon |
| Chartography (no tools) | 36.7% | Coming soon | Coming soon |
| Chartography (tools) | 80.4% | Coming soon | Coming soon |
| BabyVision | 68.6% | Coming soon | Coming soon |
| BabyVision w/ Python | 93.7% | Coming soon | Coming soon |
| ScreenSpot Pro | 83.8% | Coming soon | Coming soon |
| PerceptionBench | 64.7% | Coming soon | Coming soon |
| MathVision | 92.8% | Coming soon | Coming soon |

### Knowledge

- Winner: Directional only
- Inkling 2 Small public-lane score: 60.4 (Estimated · #46/178)
- MiMo-V2.6-Pro public-lane score: 62.3 (Supported · #42/178)

| Benchmark | Inkling 2 Small | MiMo-V2.6-Pro | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 93% | Coming soon | Coming soon |
| GPQA-D | 93.0% | Coming soon | Coming soon |

### Mathematics

- Winner: Not comparable
- Inkling 2 Small public-lane score: 85.9 (Unranked · 2 rankable rows)
- MiMo-V2.6-Pro public-lane score: Coming soon

| Benchmark | Inkling 2 Small | MiMo-V2.6-Pro | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2026 | 95.8% | Coming soon | Coming soon |
| Apex | 63.5% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Inkling 2 Small or MiMo-V2.6-Pro?

Inkling 2 Small has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between Inkling 2 Small and MiMo-V2.6-Pro?

The widest category gap is in reasoning, where the averages are 86.1 for Inkling 2 Small and 80.8 for MiMo-V2.6-Pro.

### How many benchmarks does Inkling 2 Small cover on BenchLM?

Inkling 2 Small currently has 25 sourced benchmark scores on BenchLM.

### How many benchmarks does MiMo-V2.6-Pro cover on BenchLM?

MiMo-V2.6-Pro currently has 14 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Inkling 2 Small vs Inkling-Small](/compare/inkling-2-small-vs-inkling-small)
- [MiMo-V2.6-Pro vs Inkling-Small](/compare/inkling-small-vs-mimo-v2-6-pro)
- [Inkling 2 Small vs Inkling](/compare/inkling-vs-inkling-2-small)
- [MiMo-V2.6-Pro vs Inkling](/compare/inkling-vs-mimo-v2-6-pro)

## Explore More

- [Inkling 2 Small profile](/models/inkling-2-small)
- [MiMo-V2.6-Pro profile](/models/mimo-v2-6-pro)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)
