# Ling 3.0 Flash vs Qwen3.7 Plus

> Side-by-side benchmark comparison for Ling 3.0 Flash and Qwen3.7 Plus across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-vs-qwen3-7-plus
- Last updated: September 4, 2026

- Shared sourced benchmarks: 12
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Pick Qwen3.7 Plus 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

- Qwen3.7 Plus leads overall 62.29 to 52.2.
- The clearest category separation is in instruction following, where the averages are 75.6 for Ling 3.0 Flash and 91.1 for Qwen3.7 Plus.
- The biggest single benchmark swing is HLE in Knowledge, with scores of 22.7% and 34.7%.
- Qwen3.7 Plus also has the larger context window at 1M.

## Model Snapshot

| Property | Ling 3.0 Flash | Qwen3.7 Plus |
|----------|----------|----------|
| Creator | InclusionAI | Alibaba |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Overall Score | 52.2 | 62.29 |
| Benchmarks Covered | 22 | 52 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | N/A |

## Category Breakdown

### Agentic

- Winner: Ling 3.0 Flash
- Ling 3.0 Flash public-lane score: 40 (Supported · #121/151)
- Qwen3.7 Plus public-lane score: 37.7 (Supported · #126/151)

| Benchmark | Ling 3.0 Flash | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| MCP Atlas | 65.5% | 73.2% | Qwen3.7 Plus |
| skillsBench | 44.8% | Coming soon | Coming soon |
| BFCL v4 | 73.0% | 72.9% | Ling 3.0 Flash |
| 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% | 52.8% | Qwen3.7 Plus |
| Terminal-Bench 2.0 | Coming soon | 70.3% | Coming soon |
| QwenClawBench | Coming soon | 61.8% | Coming soon |
| Claw-Eval | Coming soon | 62.7% | Coming soon |
| VITA-Bench | Coming soon | 45.6% | Coming soon |
| DeepPlanning | Coming soon | 62.3% | Coming soon |
| OSWorld-Verified | Coming soon | 73.3% | Coming soon |
| AndroidWorld | Coming soon | 81.0% | Coming soon |
| OSWorld 2.0 | Coming soon | 2.8% | Coming soon |

### Coding

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 42.8 (Estimated · #126/183)
- Qwen3.7 Plus public-lane score: 53.1 (Estimated · #51/183)

| Benchmark | Ling 3.0 Flash | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 56.6% | 57.6% | Qwen3.7 Plus |
| SWE Multilingual | 72.4% | 75.8% | Qwen3.7 Plus |
| LiveCodeBench v5 | 82.8% | Coming soon | Coming soon |
| SciCode | 41.2% | 51.3% | Qwen3.7 Plus |
| LiveCodeBench (Vals) | 84.0% | Coming soon | Coming soon |
| SWE-bench (Vals) | 65.2% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 70.3% | Coming soon |
| SWE-bench Verified | Coming soon | 77.7% | Coming soon |
| NL2Repo | Coming soon | 41.1% | Coming soon |
| LiveCodeBench | Coming soon | 89.6% | Coming soon |

### Multimodal & Grounded

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 72.5 (#18/48)

| Benchmark | Ling 3.0 Flash | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | Coming soon | 79% | Coming soon |
| MathVision | Coming soon | 90.3% | Coming soon |
| CharXiv | Coming soon | 85.9% | Coming soon |
| ERQA | Coming soon | 69.8% | Coming soon |
| MedXpertQA (MM) | Coming soon | 71.0% | Coming soon |
| ScreenSpot Pro | Coming soon | 79.0% | Coming soon |
| SimpleVQA | Coming soon | 81.7% | Coming soon |
| MMSearch-Plus | Coming soon | 41.4% | Coming soon |
| RealWorldQA | Coming soon | 86.9% | Coming soon |
| OmniDocBench 1.5 | Coming soon | 91.4% | Coming soon |
| OCRBench V2 | Coming soon | 70.7% | Coming soon |
| ODINW13 | Coming soon | 51.1% | Coming soon |
| Video-MME (with subtitle) | Coming soon | 88.0% | Coming soon |
| VideoMMMU | Coming soon | 85.4% | Coming soon |
| MLVU (M-Avg) | Coming soon | 87.4% | Coming soon |

### Reasoning

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 69.2 (Unranked · 2 rankable rows)
- Qwen3.7 Plus public-lane score: 73.7 (Unranked · 3 rankable rows)

| Benchmark | Ling 3.0 Flash | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| CritPt | Coming soon | 9.1% | Coming soon |
| MRCRv2 | Coming soon | 91.7% | Coming soon |

### Knowledge

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 45.9 (Supported · #112/181)
- Qwen3.7 Plus public-lane score: 56.8 (Estimated · #50/181)

| Benchmark | Ling 3.0 Flash | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 85.0% | 90.3% | Qwen3.7 Plus |
| GPQA-D | 85.0% | 90.3% | Qwen3.7 Plus |
| HLE | 22.7% | 34.7% | Qwen3.7 Plus |
| GPQA Diamond (Vals) | 84.8% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 82.0% | Coming soon | Coming soon |
| MMLU-Pro | Coming soon | 88.5% | Coming soon |
| MMLU-Redux | Coming soon | 94.5% | Coming soon |
| SuperGPQA | Coming soon | 71.4% | Coming soon |
| MMMLU | Coming soon | 89.0% | Coming soon |

### Instruction Following

- Winner: Qwen3.7 Plus
- Ling 3.0 Flash public-lane score: 75.6 (#58/120)
- Qwen3.7 Plus public-lane score: 91.1 (#17/120)

| Benchmark | Ling 3.0 Flash | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 74.5% | 79.1% | Qwen3.7 Plus |
| IFEval | Coming soon | 94.6% | Coming soon |

### Multilingual

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 78.9 (#3/12)

| Benchmark | Ling 3.0 Flash | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 85.4% | Coming soon |
| NOVA-63 | Coming soon | 58.8% | Coming soon |
| INCLUDE | Coming soon | 83.0% | Coming soon |
| MAXIFE | Coming soon | 88.8% | Coming soon |
| PolyMath | Coming soon | 84.0% | Coming soon |

### Mathematics

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 73.7 (Unranked · 3 rankable rows)
- Qwen3.7 Plus public-lane score: 78.3 (Unranked · 3 rankable rows)

| Benchmark | Ling 3.0 Flash | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 93.2% | Coming soon | Coming soon |
| HMMT Feb 2026 | 87.0% | 92.9% | Qwen3.7 Plus |
| IMOAnswerBench | 83.7% | 86.0% | Qwen3.7 Plus |
| Apex | Coming soon | 22.7% | Coming soon |

## FAQ

### Which is better overall, Ling 3.0 Flash or Qwen3.7 Plus?

Qwen3.7 Plus is ahead overall on BenchLM right now.

### Where is the biggest gap between Ling 3.0 Flash and Qwen3.7 Plus?

The widest category gap is in instruction following, where the averages are 75.6 for Ling 3.0 Flash and 91.1 for Qwen3.7 Plus.

### 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 Qwen3.7 Plus cover on BenchLM?

Qwen3.7 Plus currently has 52 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)
- [Qwen3.7 Plus vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-qwen3-7-plus)
- [Ling 3.0 Flash vs Ling 3.0 Flash Fin](/compare/ling-3-0-flash-vs-ling-3-0-flash-fin)
- [Qwen3.7 Plus vs Ling 3.0 Flash Fin](/compare/ling-3-0-flash-fin-vs-qwen3-7-plus)

## Explore More

- [Ling 3.0 Flash profile](/models/ling-3-0-flash)
- [Qwen3.7 Plus profile](/models/qwen3-7-plus)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)