# LLaDA2.2-mini vs ZAYA1-74B-Preview

> Side-by-side benchmark comparison for LLaDA2.2-mini and ZAYA1-74B-Preview across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/llada2-2-mini-vs-zaya1-74b-preview
- Last updated: September 10, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: LLaDA2.2-mini and ZAYA1-74B-Preview share only 3 sourced benchmark rows.

## Summary

- Only 3 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- ZAYA1-74B-Preview has the larger published context window at 256K.

## Model Snapshot

| Property | LLaDA2.2-mini | ZAYA1-74B-Preview |
|----------|----------|----------|
| Creator | InclusionAI | Zyphra |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 128K | 256K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 9 | 7 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- LLaDA2.2-mini public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | LLaDA2.2-mini | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | 47.7% | Coming soon | Coming soon |
| τ²-bench results | 57.5% | Coming soon | Coming soon |
| Claw-Eval | 57.2% | Coming soon | Coming soon |
| PinchBench | 62.3% | Coming soon | Coming soon |
| τ²-bench Airline | Coming soon | 56.1% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- LLaDA2.2-mini public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: 46.6 (Estimated · #78/151)

| Benchmark | LLaDA2.2-mini | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v6 | 28.1% | 65.7% | ZAYA1-74B-Preview |
| SWE-bench Verified | Coming soon | 53.2% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- LLaDA2.2-mini public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | LLaDA2.2-mini | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 35.0% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- LLaDA2.2-mini public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: 44.5 (Estimated · #114/183)

| Benchmark | LLaDA2.2-mini | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 44.4% | 57.3% | ZAYA1-74B-Preview |
| MMLU-Pro | Coming soon | 68.1% | Coming soon |
| GPQA | Coming soon | 57.3% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- LLaDA2.2-mini public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: Coming soon

| Benchmark | LLaDA2.2-mini | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 24.9% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- LLaDA2.2-mini public-lane score: Coming soon
- ZAYA1-74B-Preview public-lane score: 56.4 (Unranked · 1 rankable row)

| Benchmark | LLaDA2.2-mini | ZAYA1-74B-Preview | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 35.0% | 76.4% | ZAYA1-74B-Preview |

## FAQ

### Is there enough evidence to pick between LLaDA2.2-mini and ZAYA1-74B-Preview?

Not yet. The models share only 3 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

- [LLaDA2.2-mini vs LLaDA2.2-flash](/compare/llada2-2-flash-vs-llada2-2-mini)
- [ZAYA1-74B-Preview vs LLaDA2.2-flash](/compare/llada2-2-flash-vs-zaya1-74b-preview)
- [LLaDA2.2-mini vs ZAYA1-8B](/compare/llada2-2-mini-vs-zaya1-8b)
- [ZAYA1-74B-Preview vs ZAYA1-8B](/compare/zaya1-74b-preview-vs-zaya1-8b)

## Explore More

- [LLaDA2.2-mini profile](/models/llada2-2-mini)
- [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)