# Hy3 Preview vs Ling 3.0 Flash FP8

> Side-by-side benchmark comparison for Hy3 Preview and Ling 3.0 Flash FP8 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/hy3-preview-vs-ling-3-0-flash-fp8
- Last updated: September 18, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: Hy3 Preview and Ling 3.0 Flash FP8 share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Ling 3.0 Flash FP8 has the lower published output-token price.
- Ling 3.0 Flash FP8 has the larger published context window at 262K.

## Model Snapshot

| Property | Hy3 Preview | Ling 3.0 Flash FP8 |
|----------|----------|----------|
| Creator | Tencent | InclusionAI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 262K |
| Independent public score (not head-to-head) | 55.71 | null |
| Benchmarks Covered | 6 | 4 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Hy3 Preview public-lane score: 48.1 (Estimated · #70/154)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | Hy3 Preview | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 54.4% | Coming soon | Coming soon |
| Gert Labs | 36.91% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Hy3 Preview public-lane score: 44.6 (Estimated · #96/154)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | Hy3 Preview | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 74.4% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 54.4% | Coming soon | Coming soon |
| SciCode | Coming soon | 40.4% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Hy3 Preview public-lane score: 49.2 (Estimated · #88/184)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | Hy3 Preview | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 87.2% | 84% | Hy3 Preview |
| GPQA-D | 87.2% | 84.0% | Hy3 Preview |

### Instruction Following

- Winner: Insufficient shared evidence
- Hy3 Preview public-lane score: 46.9 (#86/124)
- Ling 3.0 Flash FP8 public-lane score: 69.7 (#65/124)

| Benchmark | Hy3 Preview | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 73.4% | Coming soon |

## FAQ

### Is there enough evidence to pick between Hy3 Preview and Ling 3.0 Flash FP8?

Not yet. The models share only 2 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

- [Hy3 Preview vs Hy3](/compare/hy3-vs-hy3-preview)
- [Ling 3.0 Flash FP8 vs Hy3](/compare/hy3-vs-ling-3-0-flash-fp8)
- [Hy3 Preview vs Ling 3.0 Flash](/compare/hy3-preview-vs-ling-3-0-flash)
- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)

## Explore More

- [Hy3 Preview profile](/models/hy3-preview)
- [Ling 3.0 Flash FP8 profile](/models/ling-3-0-flash-fp8)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)