# Ling 3.0 Flash FP8 vs Qwen3.7 Plus

> Side-by-side benchmark comparison for Ling 3.0 Flash FP8 and Qwen3.7 Plus across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-fp8-vs-qwen3-7-plus
- Last updated: September 18, 2026

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

## Quick Verdict

Pick Qwen3.7 Plus if you want the stronger benchmark profile. Ling 3.0 Flash FP8 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 61.6 to 56.
- The clearest category separation is in instruction following, where the averages are 69.7 for Ling 3.0 Flash FP8 and 89.2 for Qwen3.7 Plus.
- The biggest single benchmark swing is SciCode in Coding, with scores of 40.4% and 51.3%.
- Qwen3.7 Plus also has the larger context window at 1M.

## Model Snapshot

| Property | Ling 3.0 Flash FP8 | Qwen3.7 Plus |
|----------|----------|----------|
| Creator | InclusionAI | Alibaba |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Overall Score | null | 61.6 |
| Benchmarks Covered | 4 | 52 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | N/A |

## Category Breakdown

### Agentic

- Winner: Coming soon
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 36.7 (Supported · #133/154)

| Benchmark | Ling 3.0 Flash FP8 | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| 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 |
| BFCL v4 | Coming soon | 72.9% | Coming soon |
| MCP Atlas | Coming soon | 73.2% | 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 |
| Terminal-Bench 2.1 (Vals) | Coming soon | 52.8% | Coming soon |

### Coding

- Winner: Coming soon
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 52.6 (Estimated · #48/154)

| Benchmark | Ling 3.0 Flash FP8 | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| SciCode | 40.4% | 51.3% | Qwen3.7 Plus |
| Terminal-Bench 2.0 | Coming soon | 70.3% | Coming soon |
| SWE-bench Verified | Coming soon | 77.7% | Coming soon |
| SWE-bench Pro | Coming soon | 57.6% | Coming soon |
| SWE Multilingual | Coming soon | 75.8% | 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 FP8 public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 72.4 (#18/48)

| Benchmark | Ling 3.0 Flash FP8 | 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 FP8 public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 74 (Unranked · 3 rankable rows)

| Benchmark | Ling 3.0 Flash FP8 | 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 FP8 public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 56.2 (Estimated · #49/184)

| Benchmark | Ling 3.0 Flash FP8 | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 84% | 90.3% | Qwen3.7 Plus |
| GPQA-D | 84.0% | 90.3% | Qwen3.7 Plus |
| HLE | Coming soon | 34.7% | 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 FP8 public-lane score: 69.7 (#65/124)
- Qwen3.7 Plus public-lane score: 89.2 (#18/124)

| Benchmark | Ling 3.0 Flash FP8 | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 73.4% | 79.1% | Qwen3.7 Plus |
| IFEval | Coming soon | 94.6% | Coming soon |

### Multilingual

- Winner: Coming soon
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 78.9 (#3/12)

| Benchmark | Ling 3.0 Flash FP8 | 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 FP8 public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 78.2 (Unranked · 3 rankable rows)

| Benchmark | Ling 3.0 Flash FP8 | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2026 | Coming soon | 92.9% | Coming soon |
| IMOAnswerBench | Coming soon | 86.0% | Coming soon |
| Apex | Coming soon | 22.7% | Coming soon |

## FAQ

### Which is better overall, Ling 3.0 Flash FP8 or Qwen3.7 Plus?

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

### Where is the biggest gap between Ling 3.0 Flash FP8 and Qwen3.7 Plus?

The widest category gap is in instruction following, where the averages are 69.7 for Ling 3.0 Flash FP8 and 89.2 for Qwen3.7 Plus.

### 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.

### 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 FP8 vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [Qwen3.7 Plus vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-qwen3-7-plus)
- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-fp8-vs-ling-3-0-flash-vl)
- [Qwen3.7 Plus vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-qwen3-7-plus)

## Explore More

- [Ling 3.0 Flash FP8 profile](/models/ling-3-0-flash-fp8)
- [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)