# Claude 3.7 Sonnet Thinking vs LFM2.5-350M

> Side-by-side benchmark comparison for Claude 3.7 Sonnet Thinking and LFM2.5-350M across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/claude-3-7-sonnet-thinking-vs-lfm2-5-350m
- Last updated: October 14, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Claude 3.7 Sonnet Thinking and LFM2.5-350M 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.
- Claude 3.7 Sonnet Thinking has the larger published context window at 200K.

## Model Snapshot

| Property | Claude 3.7 Sonnet Thinking | LFM2.5-350M |
|----------|----------|----------|
| Creator | Anthropic | LiquidAI |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 200K | 32K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 6 | 3 |
| Pricing (input/output) | N/A | $0.00 / $0.00 |

## Category Breakdown

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Claude 3.7 Sonnet Thinking public-lane score: Coming soon
- LFM2.5-350M public-lane score: Coming soon

| Benchmark | Claude 3.7 Sonnet Thinking | LFM2.5-350M | Winner |
|-----------|-----------|-----------|--------|
| MMMU | 75.0% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Claude 3.7 Sonnet Thinking public-lane score: Coming soon
- LFM2.5-350M public-lane score: Coming soon

| Benchmark | Claude 3.7 Sonnet Thinking | LFM2.5-350M | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 78.2% | 30.6% | Claude 3.7 Sonnet Thinking |
| MMMLU | 86.1% | Coming soon | Coming soon |
| MMLU-Pro | Coming soon | 20.0% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Claude 3.7 Sonnet Thinking public-lane score: Coming soon
- LFM2.5-350M public-lane score: Coming soon

| Benchmark | Claude 3.7 Sonnet Thinking | LFM2.5-350M | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 93.2% | 77.0% | Claude 3.7 Sonnet Thinking |

### Mathematics

- Winner: Insufficient shared evidence
- Claude 3.7 Sonnet Thinking public-lane score: Coming soon
- LFM2.5-350M public-lane score: Coming soon

| Benchmark | Claude 3.7 Sonnet Thinking | LFM2.5-350M | Winner |
|-----------|-----------|-----------|--------|
| MATH-500 | 96.2% | Coming soon | Coming soon |
| AIME 2024 | 61.3% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between Claude 3.7 Sonnet Thinking and LFM2.5-350M?

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

- [Claude 3.7 Sonnet Thinking vs Claude 3.7 Sonnet](/compare/claude-3-7-sonnet-vs-claude-3-7-sonnet-thinking)
- [LFM2.5-350M vs Claude 3.7 Sonnet](/compare/claude-3-7-sonnet-vs-lfm2-5-350m)
- [Claude 3.7 Sonnet Thinking vs Claude Opus 5.5](/compare/claude-3-7-sonnet-thinking-vs-claude-opus-5-5)
- [LFM2.5-350M vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-lfm2-5-350m)

## Explore More

- [Claude 3.7 Sonnet Thinking profile](/models/claude-3-7-sonnet-thinking)
- [LFM2.5-350M profile](/models/lfm2-5-350m)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)