# LFM2.5-8B-A1B vs LFM2.5-Embedding-350M

> Side-by-side benchmark comparison for LFM2.5-8B-A1B and LFM2.5-Embedding-350M across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/lfm2-5-8b-a1b-vs-lfm2-5-embedding-350m
- Last updated: September 15, 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 LFM2.5-8B-A1B and LFM2.5-Embedding-350M.

## Summary

- LFM2.5-8B-A1B and LFM2.5-Embedding-350M 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 | LFM2.5-8B-A1B | LFM2.5-Embedding-350M |
|----------|----------|----------|
| Creator | LiquidAI | LiquidAI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 128K | 32K |
| Independent public score (not head-to-head) | 39.15 | null |
| Benchmarks Covered | 7 | 2 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- LFM2.5-8B-A1B public-lane score: 43.5 (Estimated · #96/153)
- LFM2.5-Embedding-350M public-lane score: Coming soon

| Benchmark | LFM2.5-8B-A1B | LFM2.5-Embedding-350M | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | 49.7% | Coming soon | Coming soon |
| τ²-bench results | 88.1% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- LFM2.5-8B-A1B public-lane score: 21 (Unranked · 2 rankable rows)
- LFM2.5-Embedding-350M public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- LFM2.5-8B-A1B public-lane score: 34.5 (Supported · #163/183)
- LFM2.5-Embedding-350M public-lane score: Coming soon

### Instruction Following

- Winner: Insufficient shared evidence
- LFM2.5-8B-A1B public-lane score: 44.7 (#94/123)
- LFM2.5-Embedding-350M public-lane score: Coming soon

| Benchmark | LFM2.5-8B-A1B | LFM2.5-Embedding-350M | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 91.8% | Coming soon | Coming soon |
| IFBench | 56.5% | Coming soon | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- LFM2.5-8B-A1B public-lane score: Coming soon
- LFM2.5-Embedding-350M public-lane score: Coming soon

| Benchmark | LFM2.5-8B-A1B | LFM2.5-Embedding-350M | Winner |
|-----------|-----------|-----------|--------|
| NanoBEIR Multilingual | Coming soon | 57.7% | Coming soon |
| MKQA-11 | Coming soon | 69.1% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- LFM2.5-8B-A1B public-lane score: 27.7 (Unranked · 3 rankable rows)
- LFM2.5-Embedding-350M public-lane score: Coming soon

| Benchmark | LFM2.5-8B-A1B | LFM2.5-Embedding-350M | Winner |
|-----------|-----------|-----------|--------|
| MATH-500 | 88.8% | Coming soon | Coming soon |
| AIME 2025 | 42.5% | Coming soon | Coming soon |
| AIME26 | 50.0% | Coming soon | Coming soon |

## FAQ

### Can I compare LFM2.5-8B-A1B and LFM2.5-Embedding-350M 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

- [LFM2.5-8B-A1B vs LFM2.5-ColBERT-350M](/compare/lfm2-5-8b-a1b-vs-lfm2-5-colbert-350m)
- [LFM2.5-Embedding-350M vs LFM2.5-ColBERT-350M](/compare/lfm2-5-colbert-350m-vs-lfm2-5-embedding-350m)
- [LFM2.5-8B-A1B vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-lfm2-5-8b-a1b)
- [LFM2.5-Embedding-350M vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-lfm2-5-embedding-350m)

## Explore More

- [LFM2.5-8B-A1B profile](/models/lfm2-5-8b-a1b)
- [LFM2.5-Embedding-350M profile](/models/lfm2-5-embedding-350m)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)