# Inkling-Small vs LFM2.5-VL-3B

> Side-by-side benchmark comparison for Inkling-Small and LFM2.5-VL-3B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/inkling-small-vs-lfm2-5-vl-3b
- Last updated: September 10, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: Inkling-Small and LFM2.5-VL-3B share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- LFM2.5-VL-3B has the lower published output-token price.
- Inkling-Small has the larger published context window at 1M.

## Model Snapshot

| Property | Inkling-Small | LFM2.5-VL-3B |
|----------|----------|----------|
| Creator | Thinking Machines Lab | LiquidAI |
| Type | Open Weight | Open Weight |
| Reasoning | Hybrid | Non-Reasoning |
| Context | 1M | 32K |
| Independent public score (not head-to-head) | 59.25 | null |
| Benchmarks Covered | 25 | 10 |
| Pricing (input/output) | $0.58 / $1.44 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Inkling-Small public-lane score: 36.9 (Supported · #128/152)
- LFM2.5-VL-3B public-lane score: Coming soon

| Benchmark | Inkling-Small | LFM2.5-VL-3B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 64.7% | Coming soon | Coming soon |
| BrowseComp | 77.4% | Coming soon | Coming soon |
| MCP Atlas | 79.6% | Coming soon | Coming soon |
| Toolathlon-Verified | 54.4% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 55.1% | Coming soon | Coming soon |
| BFCL v4 | Coming soon | 32.5% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Inkling-Small public-lane score: 43.8 (Supported · #97/151)
- LFM2.5-VL-3B public-lane score: Coming soon

| Benchmark | Inkling-Small | LFM2.5-VL-3B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 80.2% | Coming soon | Coming soon |
| SWE-bench Pro | 55.9% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 64.7% | Coming soon | Coming soon |
| SciCode | 48.7% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 85.9% | Coming soon | Coming soon |
| SWE-bench (Vals) | 82.2% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Inkling-Small public-lane score: 48.8 (#39/48)
- LFM2.5-VL-3B public-lane score: Coming soon

| Benchmark | Inkling-Small | LFM2.5-VL-3B | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 74% | 30.5% | Inkling-Small |
| CharXiv | 81.3% | Coming soon | Coming soon |
| CharXiv w/o tools | 77.4% | Coming soon | Coming soon |
| RealWorldQA | Coming soon | 73.1% | Coming soon |
| SimpleVQA | Coming soon | 35.4% | Coming soon |
| CountBench | Coming soon | 87.3% | Coming soon |
| MMMU | Coming soon | 48.4% | Coming soon |
| OCRBench V2 | Coming soon | 47.5% | Coming soon |
| RefCOCO (avg) | Coming soon | 87.9% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Inkling-Small public-lane score: 42.7 (Unranked · 3 rankable rows)
- LFM2.5-VL-3B public-lane score: Coming soon

| Benchmark | Inkling-Small | LFM2.5-VL-3B | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | 40.1% | Coming soon | Coming soon |
| CritPt | 8.3% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Inkling-Small public-lane score: 56.5 (Supported · #46/183)
- LFM2.5-VL-3B public-lane score: Coming soon

| Benchmark | Inkling-Small | LFM2.5-VL-3B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 89.5% | Coming soon | Coming soon |
| GPQA-D | 89.5% | Coming soon | Coming soon |
| HLE | 47.8% | Coming soon | Coming soon |
| HLE w/o tools | 31.6% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 83.6% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 85.6% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Inkling-Small public-lane score: 89.6 (#25/123)
- LFM2.5-VL-3B public-lane score: Coming soon

| Benchmark | Inkling-Small | LFM2.5-VL-3B | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 82.2% | 25.8% | Inkling-Small |
| IFEval | Coming soon | 82.3% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Inkling-Small public-lane score: 76.9 (Unranked · 2 rankable rows)
- LFM2.5-VL-3B public-lane score: Coming soon

| Benchmark | Inkling-Small | LFM2.5-VL-3B | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 95.5% | Coming soon | Coming soon |
| HMMT Feb 2026 | 90.2% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between Inkling-Small and LFM2.5-VL-3B?

Not yet. The models share only 2 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Inkling-Small vs Inkling](/compare/inkling-vs-inkling-small)
- [LFM2.5-VL-3B vs Inkling](/compare/inkling-vs-lfm2-5-vl-3b)
- [Inkling-Small vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-inkling-small)
- [LFM2.5-VL-3B vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-lfm2-5-vl-3b)

## Explore More

- [Inkling-Small profile](/models/inkling-small)
- [LFM2.5-VL-3B profile](/models/lfm2-5-vl-3b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)