# Ling 3.0 Flash vs Qwen3.5 397B

> Side-by-side benchmark comparison for Ling 3.0 Flash and Qwen3.5 397B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-vs-qwen3-5-397b
- Last updated: September 4, 2026

- Shared sourced benchmarks: 8
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Pick Qwen3.5 397B 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

- Qwen3.5 397B leads overall 56.44 to 52.2.
- The clearest category separation is in instruction following, where the averages are 75.6 for Ling 3.0 Flash and 0 for Qwen3.5 397B.
- The biggest single benchmark swing is MCP Atlas in Agentic, with scores of 65.5% and 46.1%.
- Ling 3.0 Flash is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Ling 3.0 Flash also has the larger context window at 262K.

## Model Snapshot

| Property | Ling 3.0 Flash | Qwen3.5 397B |
|----------|----------|----------|
| Creator | InclusionAI | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 262K | 128K |
| Overall Score | 52.2 | 56.44 |
| Benchmarks Covered | 22 | 38 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.60 / $3.60 |

## Category Breakdown

### Agentic

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 40 (Supported · #121/151)
- Qwen3.5 397B public-lane score: 48.2 (Estimated · #77/151)

| Benchmark | Ling 3.0 Flash | Qwen3.5 397B | Winner |
|-----------|-----------|-----------|--------|
| MCP Atlas | 65.5% | 46.1% | Ling 3.0 Flash |
| skillsBench | 44.8% | Coming soon | Coming soon |
| BFCL v4 | 73.0% | Coming soon | Coming soon |
| WideResearch | 73.6% | 74.0% | Qwen3.5 397B |
| BrowseComp | 72.2% | 62% | Ling 3.0 Flash |
| DRACO | 70.4% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 50.2% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 52.5% | Coming soon |
| Claw-Eval | Coming soon | 56.8% | Coming soon |
| QwenClawBench | Coming soon | 51.8% | Coming soon |
| τ³-bench results | Coming soon | 68.4% | Coming soon |
| VITA-Bench | Coming soon | 43.7% | Coming soon |
| DeepPlanning | Coming soon | 37.6% | Coming soon |
| Toolathlon | Coming soon | 36.3% | Coming soon |
| MCP-Tasks | Coming soon | 74.2% | Coming soon |
| Gert Labs | Coming soon | 46.76% | Coming soon |
| ResearchClawBench | Coming soon | 14.2% | Coming soon |

### Coding

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 42.8 (Estimated · #126/183)
- Qwen3.5 397B public-lane score: 52.4 (Estimated · #56/183)

| Benchmark | Ling 3.0 Flash | Qwen3.5 397B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 56.6% | 50.9% | Ling 3.0 Flash |
| SWE Multilingual | 72.4% | Coming soon | Coming soon |
| LiveCodeBench v5 | 82.8% | Coming soon | Coming soon |
| SciCode | 41.2% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 84.0% | Coming soon | Coming soon |
| SWE-bench (Vals) | 65.2% | Coming soon | Coming soon |
| SWE-bench Verified | Coming soon | 76.2% | Coming soon |
| LiveCodeBench v6 | Coming soon | 83.6% | Coming soon |

### Multimodal & Grounded

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: Coming soon
- Qwen3.5 397B public-lane score: 63 (#27/48)

| Benchmark | Ling 3.0 Flash | Qwen3.5 397B | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | Coming soon | 79% | Coming soon |
| MathVision | Coming soon | 88.6% | Coming soon |
| CharXiv | Coming soon | 80.8% | Coming soon |
| VideoMMMU | Coming soon | 84.7% | Coming soon |
| ScreenSpot Pro | Coming soon | 65.6% | Coming soon |
| V* | Coming soon | 95.8% | Coming soon |

### Reasoning

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 69.2 (Unranked · 2 rankable rows)
- Qwen3.5 397B public-lane score: 59.8 (Unranked · 2 rankable rows)

| Benchmark | Ling 3.0 Flash | Qwen3.5 397B | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | Coming soon | 63.2% | Coming soon |
| AI-Needle | Coming soon | 68.7% | Coming soon |

### Knowledge

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 45.9 (Supported · #112/181)
- Qwen3.5 397B public-lane score: 51.6 (Estimated · #80/181)

| Benchmark | Ling 3.0 Flash | Qwen3.5 397B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 85.0% | 88.4% | Qwen3.5 397B |
| GPQA-D | 85.0% | Coming soon | Coming soon |
| HLE | 22.7% | 28.7% | Qwen3.5 397B |
| GPQA Diamond (Vals) | 84.8% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 82.0% | Coming soon | Coming soon |
| SuperGPQA | Coming soon | 70.4% | Coming soon |
| MMLU-Pro | Coming soon | 87.8% | Coming soon |
| MMLU-Redux | Coming soon | 94.9% | Coming soon |
| C-Eval | Coming soon | 93% | Coming soon |

### Instruction Following

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 75.6 (#58/120)
- Qwen3.5 397B public-lane score: 0 (#120/120)

| Benchmark | Ling 3.0 Flash | Qwen3.5 397B | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 74.5% | Coming soon | Coming soon |
| IFEval | Coming soon | 92.6% | Coming soon |

### Multilingual

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: Coming soon
- Qwen3.5 397B public-lane score: 69.7 (#5/12)

| Benchmark | Ling 3.0 Flash | Qwen3.5 397B | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 84.7% | Coming soon |
| NOVA-63 | Coming soon | 59.1% | Coming soon |

### Mathematics

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 73.7 (Unranked · 3 rankable rows)
- Qwen3.5 397B public-lane score: 74.2 (Unranked · 5 rankable rows)

| Benchmark | Ling 3.0 Flash | Qwen3.5 397B | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 93.2% | 93.3% | Qwen3.5 397B |
| HMMT Feb 2026 | 87.0% | 87.9% | Qwen3.5 397B |
| IMOAnswerBench | 83.7% | Coming soon | Coming soon |
| HMMT Feb 2025 | Coming soon | 94.8% | Coming soon |
| HMMT Nov 2025 | Coming soon | 92.7% | Coming soon |
| MMAnswerBench | Coming soon | 80.9% | Coming soon |

## FAQ

### Which is better overall, Ling 3.0 Flash or Qwen3.5 397B?

Qwen3.5 397B is ahead overall on BenchLM right now.

### Where is the biggest gap between Ling 3.0 Flash and Qwen3.5 397B?

The widest category gap is in instruction following, where the averages are 75.6 for Ling 3.0 Flash and 0 for Qwen3.5 397B.

### 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 Qwen3.5 397B cover on BenchLM?

Qwen3.5 397B currently has 38 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Ling 3.0 Flash vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [Qwen3.5 397B vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-qwen3-5-397b)
- [Ling 3.0 Flash vs Ling 3.0 Flash Fin](/compare/ling-3-0-flash-vs-ling-3-0-flash-fin)
- [Qwen3.5 397B vs Ling 3.0 Flash Fin](/compare/ling-3-0-flash-fin-vs-qwen3-5-397b)

## Explore More

- [Ling 3.0 Flash profile](/models/ling-3-0-flash)
- [Qwen3.5 397B profile](/models/qwen3-5-397b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)