# Ling 3.0 Flash FP8 vs ZAYA1-VL-8B

> Side-by-side benchmark comparison for Ling 3.0 Flash FP8 and ZAYA1-VL-8B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-fp8-vs-zaya1-vl-8b
- 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 Ling 3.0 Flash FP8 and ZAYA1-VL-8B.

## Summary

- Ling 3.0 Flash FP8 and ZAYA1-VL-8B 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 | Ling 3.0 Flash FP8 | ZAYA1-VL-8B |
|----------|----------|----------|
| Creator | InclusionAI | Zyphra |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 262K | 131K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 4 | 5 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.00 / $0.00 |

## Category Breakdown

### Coding

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- ZAYA1-VL-8B public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash FP8 | ZAYA1-VL-8B | Winner |
|-----------|-----------|-----------|--------|
| SciCode | 40.4% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- ZAYA1-VL-8B public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash FP8 | ZAYA1-VL-8B | Winner |
|-----------|-----------|-----------|--------|
| AI2D_TEST | Coming soon | 87.5% | Coming soon |
| MMMU | Coming soon | 46.0% | Coming soon |
| RealWorldQA | Coming soon | 65.0% | Coming soon |
| CountBench | Coming soon | 88.1% | Coming soon |
| RefCOCO (avg) | Coming soon | 84.3% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- ZAYA1-VL-8B public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash FP8 | ZAYA1-VL-8B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 84% | Coming soon | Coming soon |
| GPQA-D | 84.0% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: 73.6 (#63/123)
- ZAYA1-VL-8B public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash FP8 | ZAYA1-VL-8B | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 73.4% | Coming soon | Coming soon |

## FAQ

### Can I compare Ling 3.0 Flash FP8 and ZAYA1-VL-8B 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

- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [ZAYA1-VL-8B vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-zaya1-vl-8b)
- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-fp8-vs-ling-3-0-flash-vl)
- [ZAYA1-VL-8B vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-zaya1-vl-8b)

## Explore More

- [Ling 3.0 Flash FP8 profile](/models/ling-3-0-flash-fp8)
- [ZAYA1-VL-8B profile](/models/zaya1-vl-8b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)