Inkling-Small
Category scores
Scores per capability area with the model's rank among ranked models in that category.
- 1Instruction following#993.3
- 2Math#569.8
- 3Knowledge#6368.4
- 4Multimodal#3767.5
- 5Agentic & tool use63.1
- 6Coding#7257.0
- 7Reasoning55.0
Benchmark results (20)
As reported in system cards, papers and public evaluations. Position compares this model with every other model reporting the same benchmark.
Agentic & tool use
| Terminal-Bench 2.1 | 64.7 | #48 of 68 |
| BrowseComp | 77.4 | #25 of 50 |
| MCP Atlas | 79.6 | #12 of 42 |
| Toolathlon-Verified | 54.4 | #19 of 22 |
Math
| FrontierMath v2 (Tiers 1-3) | 46.316 | #43 of 64 |
| FrontierMath v2 (Tier 4) | 17.073 | #38 of 51 |
| AIME26 | 95.5 | #10 of 29 |
| HMMT Feb 2026 | 90.2 | #8 of 24 |
Coding
| SWE-bench Verified | 80.2 | #17 of 98 |
| SWE-bench Pro | 55.9 | #45 of 69 |
| SciCode | 48.7 | #7 of 23 |
Multimodal
| MMMU-Pro | 74.0 | #35 of 48 |
| CharXiv | 81.3 | #23 of 42 |
| CharXiv w/o tools | 77.4 | #13 of 14 |
Knowledge
| GPQA | 89.5 | #29 of 117 |
| HLE | 47.8 | #20 of 69 |
| HLE w/o tools | 31.6 | #29 of 43 |
Reasoning
| ARC-AGI-2 | 40.1 | #36 of 41 |
| ARC-AGI-1 | 84.00 | #31 of 36 |
Instruction following
| IFBench | 82.2 | #3 of 42 |
Pricing by source
USD per 1M tokens.
| Source | Input | Output | Cached in |
|---|---|---|---|
| List price (BenchLM) | $0.58 | $1.44 | $0.12 |
| OpenRouter thinkingmachines/inkling-small | $0.45 | $1.20 | $0.10 |
Thinking Machines Lab's Tinker pricing docs list the 64K Inkling-Small tier at $0.58 prefill / $0.116 cached prefill / $1.44 sample per million tokens during a limited-time 50% discount. The hosted 256K fine-tuning tier costs $1.16 / $0.232 cached / $2.89, while the beta 256K serverless endpoint costs $0.30 / $0.06 cached / $1.20. We store the lower-context fine-tuning tier as the headline Tinker rate and the open checkpoint's 1M-token ceiling separately.
Arena ratings
Human-preference ratings from LMArena. Best-rated variant shown.
| Text | 1413 | #135 · 32.3K votes |
| WebDev (coding) | 1409 | #91 · 5.3K votes |
| Vision | 1237 | #75 · 8.1K votes |
Open weights
From the Hugging Face repository.
- Parameters
- 266B
- Licence
- apache-2.0
- Downloads (30 days)
- 786.2K
- Repository
- thinkingmachines/Inkling-Small ↗
Speed
Measured by us through OpenRouter (median of trials).
Not measured yet.
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