# Composer 2 Fast vs LFM2.5-VL-450M-Extract

> Side-by-side benchmark comparison for Composer 2 Fast and LFM2.5-VL-450M-Extract across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/composer-2-fast-vs-lfm2-5-vl-450m-extract
- Last updated: September 4, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Composer 2 Fast and LFM2.5-VL-450M-Extract.

## Summary

- Composer 2 Fast and LFM2.5-VL-450M-Extract do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Composer 2 Fast | LFM2.5-VL-450M-Extract |
|----------|----------|----------|
| Creator | Cursor | LiquidAI |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 200K | 128K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 1 | 3 |
| Pricing (input/output) | N/A | N/A |

## Category Breakdown

### Coding

- Winner: Insufficient shared evidence
- Composer 2 Fast public-lane score: Coming soon
- LFM2.5-VL-450M-Extract public-lane score: Coming soon

| Benchmark | Composer 2 Fast | LFM2.5-VL-450M-Extract | Winner |
|-----------|-----------|-----------|--------|
| React Native Evals | 94.9% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Composer 2 Fast public-lane score: Coming soon
- LFM2.5-VL-450M-Extract public-lane score: Coming soon

| Benchmark | Composer 2 Fast | LFM2.5-VL-450M-Extract | Winner |
|-----------|-----------|-----------|--------|
| Liquid Extract JSON Validity | Coming soon | 98.9% | Coming soon |
| Liquid Extract F1 | Coming soon | 98.8% | Coming soon |
| Liquid Extract VLM Judge | Coming soon | 84.5% | Coming soon |

## FAQ

### Can I compare Composer 2 Fast and LFM2.5-VL-450M-Extract on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Composer 2 Fast vs Composer 2.5](/compare/composer-2-5-vs-composer-2-fast)
- [LFM2.5-VL-450M-Extract vs Composer 2.5](/compare/composer-2-5-vs-lfm2-5-vl-450m-extract)
- [Composer 2 Fast vs Composer 2](/compare/composer-2-vs-composer-2-fast)
- [LFM2.5-VL-450M-Extract vs Composer 2](/compare/composer-2-vs-lfm2-5-vl-450m-extract)

## Explore More

- [Composer 2 Fast profile](/models/composer-2-fast)
- [LFM2.5-VL-450M-Extract profile](/models/lfm2-5-vl-450m-extract)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)