# Inkling 2 Small Benchmark Scores & Performance

> Inkling 2 Small by Thinking Machines Lab scores 59.06/100 overall, ranking #56 out of 1016 AI models.

Canonical page: https://benchlm.ai/models/inkling-2-small

Last updated: November 7, 2026

## Model Details

| Property | Value |
|----------|-------|
| Creator | Thinking Machines Lab |
| Source Type | Proprietary |
| Reasoning Type | Hybrid |
| Context Window | 1M |
| Official model card | [Thinking Machines Lab: Inkling 2 Small model card](https://thinkingmachines.ai/model-card/inkling-2-small/) |
| Overall Score | 59.06/100 |
| Overall Rank | #56 of 1016 |

## Family & Coverage

- Family: Inkling
- Variant: small (2 Small)
- Benchmarks covered: 53 of 759
- Sibling models: [Inkling-Small](/models/inkling-small), [Inkling](/models/inkling)
- Coverage note: BenchLM currently has partial benchmark coverage for this model, so the overall score is conservative.

## Agentic Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [Terminal-Bench 2.1](/benchmarks/terminalbench21) | 85.1% | [Thinking Machines Lab: Inkling 2 Small model card](https://thinkingmachines.ai/model-card/inkling-2-small/) |
| [BrowseComp](/benchmarks/browsecomp) | 90.2% | [Thinking Machines Lab: Inkling 2 Small model card](https://thinkingmachines.ai/model-card/inkling-2-small/) |
| [DeepSearchQA](/benchmarks/deepsearchqa) | 90.9% | [Thinking Machines Lab: Inkling 2 Small model card](https://thinkingmachines.ai/model-card/inkling-2-small/) |
| [MCP Atlas](/benchmarks/mcpatlas) | 85% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |
| [JobBench](/benchmarks/jobbench) | 70.5% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |
| [AA Briefcase](/benchmarks/aabriefcaseelo) | 1527 | [Artificial Analysis: aa-briefcase leaderboard](https://artificialanalysis.ai/evaluations/aa-briefcase) |
| [AA AutomationBench](/benchmarks/aaautomationbench) | 45.6% | [Artificial Analysis: automationbench-aa leaderboard](https://artificialanalysis.ai/evaluations/automationbench-aa) |
| [AA EnterpriseOps-Gym](/benchmarks/aaenterpriseopsgym) | 46.8% | [Artificial Analysis: enterprise-ops-gym-aa leaderboard](https://artificialanalysis.ai/evaluations/enterprise-ops-gym-aa) |
| [GDPval-AA](/benchmarks/gdpvalaa) | 1630 | [Artificial Analysis: gdpval-aa leaderboard](https://artificialanalysis.ai/evaluations/gdpval-aa) |
| [AA Tau3 Banking](/benchmarks/aatau3banking) | 40.4% | [Artificial Analysis: tau3-banking leaderboard](https://artificialanalysis.ai/evaluations/tau3-banking) |
| [aaTerminalBench21](/benchmarks/terminalbench21) | 81.3% | [Artificial Analysis: terminalbench-v2-1 leaderboard](https://artificialanalysis.ai/evaluations/terminalbench-v2-1) |
| [AA Terminal-Bench 4.0](/benchmarks/terminal-bench-4) | 13.1% | [Artificial Analysis: terminalbench-v4-0 leaderboard](https://artificialanalysis.ai/evaluations/terminalbench-v4-0) |
| [GDP.pdf](/benchmarks/aagdppdf) | 25.2% | [Artificial Analysis: gdp-pdf leaderboard](https://artificialanalysis.ai/evaluations/gdp-pdf) |
| [AA-AnalystAgent](/benchmarks/aaanalystagent) | 51.2% | [Artificial Analysis: aa-analyst-agent leaderboard](https://artificialanalysis.ai/evaluations/aa-analyst-agent) |

## Coding Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [SWE-bench Verified](/benchmarks/swe-bench-verified) | 82.2% | [Thinking Machines Lab: Inkling 2 Small model card](https://thinkingmachines.ai/model-card/inkling-2-small/) |
| [SWE Multilingual](/benchmarks/swe-bench-multilingual) | 81.2% | [Thinking Machines Lab: Inkling 2 Small model card](https://thinkingmachines.ai/model-card/inkling-2-small/) |
| [sweMarathon](/benchmarks/swemarathon) | 38.8% | [Thinking Machines Lab: Inkling 2 Small model card](https://thinkingmachines.ai/model-card/inkling-2-small/) |
| [Terminal-Bench 2.1](/benchmarks/terminalbench21) | 85.1% | [Thinking Machines Lab: Inkling 2 Small model card](https://thinkingmachines.ai/model-card/inkling-2-small/) |
| [DeepSWE](/benchmarks/deepswe) | 72.1% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |
| [PostTrainBench v1.2](/benchmarks/posttrainbench12) | 31.9% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |
| [AA-SciCode](/benchmarks/aascicode) | 52.3% | [Artificial Analysis: scicode leaderboard](https://artificialanalysis.ai/evaluations/scicode) |

## Multimodal & Grounded Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [MMMU-Pro](/benchmarks/mmmu-pro) | 81.6% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |
| [CharXiv](/benchmarks/charxiv) | 87.7% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |
| [CharXiv w/o tools](/benchmarks/charxivnotools) | 85.6% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |
| [Chartography (no tools)](/benchmarks/chartography) | 36.7% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |
| [Chartography (tools)](/benchmarks/chartographywithtools) | 80.4% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |
| [BabyVision](/benchmarks/babyvision) | 68.6% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |
| [BabyVision w/ Python](/benchmarks/babyvisionpython) | 93.7% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |
| [ScreenSpot Pro](/benchmarks/screenspot-pro) | 83.8% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |
| [PerceptionBench](/benchmarks/perceptionbench) | 64.7% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |
| [MathVision](/benchmarks/mathvision) | 92.8% | [Thinking Machines Lab: Inkling 2 Small model card](https://thinkingmachines.ai/model-card/inkling-2-small/) |
| [AA-MMMU-Pro](/benchmarks/mmmu-pro) | 81.6% | [Artificial Analysis: mmmu-pro leaderboard](https://artificialanalysis.ai/evaluations/mmmu-pro) |

## Reasoning Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [LongBench v2](/benchmarks/longbench-v2) | 70.6% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |
| [AA-LCR](/benchmarks/lcr) | 83.3% | [Artificial Analysis: artificial-analysis-long-context-reasoning leaderboard](https://artificialanalysis.ai/evaluations/artificial-analysis-long-context-reasoning) |

## Knowledge Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [GPQA](/benchmarks/gpqa) | 93% | [Thinking Machines Lab: Inkling 2 Small model card](https://thinkingmachines.ai/model-card/inkling-2-small/) |
| [GPQA-D](/benchmarks/gpqa-diamond) | 93.0% | [Thinking Machines Lab: Inkling 2 Small model card](https://thinkingmachines.ai/model-card/inkling-2-small/) |
| [HLE](/benchmarks/hle) | 53.2% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |
| [HLE w/o tools](/benchmarks/hlenotools) | 44.1% | [Thinking Machines Lab: Inkling 2 Small model card](https://thinkingmachines.ai/model-card/inkling-2-small/) |
| [Artificial Analysis Intelligence Index](/benchmarks/artificialanalysis) | 30.6% | [Artificial Analysis: artificial-analysis-intelligence-index leaderboard](https://artificialanalysis.ai/evaluations/artificial-analysis-intelligence-index) |
| [AA-HLE](/benchmarks/aahle) | 44.1% | [Artificial Analysis: humanitys-last-exam leaderboard](https://artificialanalysis.ai/evaluations/humanitys-last-exam) |
| [AA-Omniscience Index](/benchmarks/aaomniscienceindex) | 16.1% | [Artificial Analysis: omniscience leaderboard](https://artificialanalysis.ai/evaluations/omniscience) |
| [AA-Omniscience Accuracy](/benchmarks/omniscienceaccuracy) | 33.8% | [Artificial Analysis model benchmarks](https://artificialanalysis.ai/models/inkling-2-small) |
| [AA-Omniscience Hallucination Rate](/benchmarks/omnisciencehallucinationrate) | 26.7% | [Artificial Analysis model benchmarks](https://artificialanalysis.ai/models/inkling-2-small) |

## Mathematics Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [HMMT Feb 2026](/benchmarks/hmmtfeb2026) | 95.8% | [Thinking Machines Lab: Inkling 2 Small model card](https://thinkingmachines.ai/model-card/inkling-2-small/) |
| [Apex](/benchmarks/apex) | 63.5% | [Thinking Machines Lab: Introducing Inkling 2 Small](https://thinkingmachines.ai/news/inkling-2-small/) |

## Other Thinking Machines Lab Models

- [Inkling-Small](/models/inkling-small) - Score: 50.05
- [Inkling](/models/inkling) - Score: 48.08