# LFM2.5-VL-3B vs ZAYA1-74B-Preview

> Side-by-side benchmark comparison for LFM2.5-VL-3B and ZAYA1-74B-Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/lfm2-5-vl-3b-vs-zaya1-74b-preview
- 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 ZAYA1-74B-Preview.

## Summary

- LFM2.5-VL-3B and ZAYA1-74B-Preview 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 | ZAYA1-74B-Preview |
|----------|----------|----------|
| Creator | LiquidAI | Zyphra |
| 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
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | LFM2.5-VL-3B | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | 32.5% | Coming soon | Coming soon |
| τ²-bench Airline | Coming soon | 56.1% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: 46.6 (Estimated · #78/151)

| Benchmark | LFM2.5-VL-3B | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v6 | Coming soon | 65.7% | Coming soon |
| SWE-bench Verified | Coming soon | 53.2% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | LFM2.5-VL-3B | ZAYA1-74B-Preview | 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 |

### Knowledge

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: 44.5 (Estimated · #114/183)

| Benchmark | LFM2.5-VL-3B | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | Coming soon | 68.1% | Coming soon |
| GPQA | Coming soon | 57.3% | Coming soon |
| GPQA-D | Coming soon | 57.3% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | LFM2.5-VL-3B | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 82.3% | Coming soon | Coming soon |
| IFBench | 25.8% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- LFM2.5-VL-3B public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: 56.4 (Unranked · 1 rankable row)

| Benchmark | LFM2.5-VL-3B | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 76.4% | Coming soon |

## FAQ

### Can I compare LFM2.5-VL-3B and ZAYA1-74B-Preview 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 ZAYA1-8B](/compare/lfm2-5-vl-3b-vs-zaya1-8b)
- [ZAYA1-74B-Preview vs ZAYA1-8B](/compare/zaya1-74b-preview-vs-zaya1-8b)
- [LFM2.5-VL-3B vs ZAYA1-VL-8B](/compare/lfm2-5-vl-3b-vs-zaya1-vl-8b)
- [ZAYA1-74B-Preview vs ZAYA1-VL-8B](/compare/zaya1-74b-preview-vs-zaya1-vl-8b)

## Explore More

- [LFM2.5-VL-3B profile](/models/lfm2-5-vl-3b)
- [ZAYA1-74B-Preview profile](/models/zaya1-74b-preview)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)