# Ling 3.0 Flash FP8 vs Qwen3 235B 2507

> Side-by-side benchmark comparison for Ling 3.0 Flash FP8 and Qwen3 235B 2507 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-fp8-vs-qwen3-235b-2507
- Last updated: September 18, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: Ling 3.0 Flash FP8 and Qwen3 235B 2507 share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Qwen3 235B 2507 has the lower published output-token price.
- Ling 3.0 Flash FP8 has the larger published context window at 262K.

## Model Snapshot

| Property | Ling 3.0 Flash FP8 | Qwen3 235B 2507 |
|----------|----------|----------|
| Creator | InclusionAI | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 262K | 128K |
| Independent public score (not head-to-head) | null | 54.11 |
| Benchmarks Covered | 4 | 4 |
| 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
- Qwen3 235B 2507 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash FP8 | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| SciCode | 40.4% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Qwen3 235B 2507 public-lane score: 46 (Estimated · #107/184)

| Benchmark | Ling 3.0 Flash FP8 | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 84% | 77.5% | Ling 3.0 Flash FP8 |
| GPQA-D | 84.0% | Coming soon | Coming soon |
| SuperGPQA | Coming soon | 62.6% | Coming soon |
| MMLU-Pro | Coming soon | 83% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: 69.7 (#65/124)
- Qwen3 235B 2507 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash FP8 | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 73.4% | Coming soon | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Qwen3 235B 2507 public-lane score: 1 (#12/12)

| Benchmark | Ling 3.0 Flash FP8 | Qwen3 235B 2507 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 79.4% | Coming soon |

## FAQ

### Is there enough evidence to pick between Ling 3.0 Flash FP8 and Qwen3 235B 2507?

Not yet. The models share only 1 sourced benchmark row, 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

- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [Qwen3 235B 2507 vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-qwen3-235b-2507)
- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-fp8-vs-ling-3-0-flash-vl)
- [Qwen3 235B 2507 vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-qwen3-235b-2507)

## Explore More

- [Ling 3.0 Flash FP8 profile](/models/ling-3-0-flash-fp8)
- [Qwen3 235B 2507 profile](/models/qwen3-235b-2507)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)