# LFM2.5-VL-3B vs Ornith-1.0-9B

> Side-by-side benchmark comparison for LFM2.5-VL-3B and Ornith-1.0-9B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/lfm2-5-vl-3b-vs-ornith-1-0-9b
- Last updated: September 10, 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-VL-3B and Ornith-1.0-9B.

## Summary

- LFM2.5-VL-3B and Ornith-1.0-9B 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-VL-3B | Ornith-1.0-9B |
|----------|----------|----------|
| Creator | LiquidAI | DeepReinforce AI |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 32K | 256K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 10 | 7 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- Ornith-1.0-9B public-lane score: 44.3 (Estimated · #89/152)

| Benchmark | LFM2.5-VL-3B | Ornith-1.0-9B | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | 32.5% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 43.1% | Coming soon |
| Claw-Eval | Coming soon | 63.1% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- Ornith-1.0-9B public-lane score: 45.9 (Estimated · #85/151)

| Benchmark | LFM2.5-VL-3B | Ornith-1.0-9B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | Coming soon | 69.4% | Coming soon |
| SWE-bench Pro | Coming soon | 42.9% | Coming soon |
| SWE Multilingual | Coming soon | 52% | Coming soon |
| NL2Repo | Coming soon | 27.2% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 43.1% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- Ornith-1.0-9B public-lane score: Coming soon

| Benchmark | LFM2.5-VL-3B | Ornith-1.0-9B | Winner |
|-----------|-----------|-----------|--------|
| RealWorldQA | 73.1% | Coming soon | Coming soon |
| SimpleVQA | 35.4% | Coming soon | Coming soon |
| CountBench | 87.3% | Coming soon | Coming soon |
| MMMU | 48.4% | Coming soon | Coming soon |
| MMMU-Pro | 30.5% | Coming soon | Coming soon |
| OCRBench V2 | 47.5% | Coming soon | Coming soon |
| RefCOCO (avg) | 87.9% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- Ornith-1.0-9B public-lane score: Coming soon

| Benchmark | LFM2.5-VL-3B | Ornith-1.0-9B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 82.3% | Coming soon | Coming soon |
| IFBench | 25.8% | Coming soon | Coming soon |

## FAQ

### Can I compare LFM2.5-VL-3B and Ornith-1.0-9B 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-VL-3B vs Ornith-1.0-397B](/compare/lfm2-5-vl-3b-vs-ornith-1-0-397b)
- [Ornith-1.0-9B vs Ornith-1.0-397B](/compare/ornith-1-0-397b-vs-ornith-1-0-9b)
- [LFM2.5-VL-3B vs Ornith-1.0-35B](/compare/lfm2-5-vl-3b-vs-ornith-1-0-35b)
- [Ornith-1.0-9B vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-ornith-1-0-9b)

## Explore More

- [LFM2.5-VL-3B profile](/models/lfm2-5-vl-3b)
- [Ornith-1.0-9B profile](/models/ornith-1-0-9b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)