# Ling 3.0 Flash vs Ling 3.0 Flash FP8

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

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

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Pick Ling 3.0 Flash FP8 if you want the stronger benchmark profile. Ling 3.0 Flash only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Ling 3.0 Flash FP8 leads overall 56 to 46.83.
- The clearest category separation is in instruction following, where the averages are 72.1 for Ling 3.0 Flash and 69.7 for Ling 3.0 Flash FP8.
- The biggest single benchmark swing is IFBench in Instruction Following, with scores of 74.5% and 73.4%.

## Model Snapshot

| Property | Ling 3.0 Flash | Ling 3.0 Flash FP8 |
|----------|----------|----------|
| Creator | InclusionAI | InclusionAI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 262K |
| Overall Score | 46.83 | null |
| Benchmarks Covered | 22 | 4 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 42.3 (Estimated · #110/154)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| MCP Atlas | 65.5% | Coming soon | Coming soon |
| skillsBench | 44.8% | Coming soon | Coming soon |
| BFCL v4 | 73.0% | Coming soon | Coming soon |
| WideResearch | 73.6% | Coming soon | Coming soon |
| BrowseComp | 72.2% | Coming soon | Coming soon |
| DRACO | 70.4% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 50.2% | Coming soon | Coming soon |

### Coding

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 40.8 (Supported · #116/154)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 56.6% | Coming soon | Coming soon |
| SWE Multilingual | 72.4% | Coming soon | Coming soon |
| LiveCodeBench v5 | 82.8% | Coming soon | Coming soon |
| SciCode | 41.2% | 40.4% | Ling 3.0 Flash |
| LiveCodeBench (Vals) | 84.0% | Coming soon | Coming soon |
| SWE-bench (Vals) | 65.2% | Coming soon | Coming soon |

### Reasoning

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 71.2 (Unranked · 2 rankable rows)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

### Knowledge

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 44.6 (Supported · #116/184)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 85.0% | 84% | Ling 3.0 Flash |
| GPQA-D | 85.0% | 84.0% | Ling 3.0 Flash |
| HLE | 22.7% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 84.8% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 82.0% | Coming soon | Coming soon |

### Instruction Following

- Winner: Ling 3.0 Flash
- Ling 3.0 Flash public-lane score: 72.1 (#63/124)
- Ling 3.0 Flash FP8 public-lane score: 69.7 (#65/124)

| Benchmark | Ling 3.0 Flash | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 74.5% | 73.4% | Ling 3.0 Flash |

### Mathematics

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 72.9 (Unranked · 3 rankable rows)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 93.2% | Coming soon | Coming soon |
| HMMT Feb 2026 | 87.0% | Coming soon | Coming soon |
| IMOAnswerBench | 83.7% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Ling 3.0 Flash or Ling 3.0 Flash FP8?

Ling 3.0 Flash FP8 is ahead overall on BenchLM right now.

### Where is the biggest gap between Ling 3.0 Flash and Ling 3.0 Flash FP8?

The widest category gap is in instruction following, where the averages are 72.1 for Ling 3.0 Flash and 69.7 for Ling 3.0 Flash FP8.

### How many benchmarks does Ling 3.0 Flash cover on BenchLM?

Ling 3.0 Flash currently has 22 sourced benchmark scores on BenchLM.

### How many benchmarks does Ling 3.0 Flash FP8 cover on BenchLM?

Ling 3.0 Flash FP8 currently has 4 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Ling 3.0 Flash vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vs-ling-3-0-flash-vl)
- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-fp8-vs-ling-3-0-flash-vl)
- [Ling 3.0 Flash vs Ling 3.0 Tiny](/compare/ling-3-0-flash-vs-ling-3-0-tiny)
- [Ling 3.0 Flash FP8 vs Ling 3.0 Tiny](/compare/ling-3-0-flash-fp8-vs-ling-3-0-tiny)

## Explore More

- [Ling 3.0 Flash profile](/models/ling-3-0-flash)
- [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)