# Ling 3.0 Flash FP8 vs Qwen3.7 Max

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

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

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

## Quick Verdict

Pick Qwen3.7 Max 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 Max leads overall 66.87 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 Max.
- The biggest single benchmark swing is SciCode in Coding, with scores of 40.4% and 53.5%.
- Qwen3.7 Max also has the larger context window at 1M.

## Model Snapshot

| Property | Ling 3.0 Flash FP8 | Qwen3.7 Max |
|----------|----------|----------|
| Creator | InclusionAI | Alibaba |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Overall Score | null | 66.87 |
| Benchmarks Covered | 4 | 41 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Coming soon
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 40.9 (Supported · #117/154)

| Benchmark | Ling 3.0 Flash FP8 | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | Coming soon | 69.7% | Coming soon |
| QwenClawBench | Coming soon | 64.3% | Coming soon |
| Claw-Eval | Coming soon | 65.2% | Coming soon |
| BFCL v4 | Coming soon | 75.0% | Coming soon |
| MCP Atlas | Coming soon | 76.4% | Coming soon |
| VITA-Bench | Coming soon | 47.9% | Coming soon |
| HLE w/ tools | Coming soon | 53.5% | Coming soon |
| Gert Labs | Coming soon | 64.27% | Coming soon |
| ResearchClawBench | Coming soon | 18.7% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 61.0% | Coming soon |

### Coding

- Winner: Coming soon
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 49.2 (Supported · #68/154)

| Benchmark | Ling 3.0 Flash FP8 | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| SciCode | 40.4% | 53.5% | Qwen3.7 Max |
| SWE-bench Verified | Coming soon | 80.4% | Coming soon |
| SWE-bench Pro | Coming soon | 60.6% | Coming soon |
| SWE Multilingual | Coming soon | 78.3% | Coming soon |
| NL2Repo | Coming soon | 47.2% | Coming soon |
| LiveCodeBench | Coming soon | 91.6% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 69.7% | Coming soon |
| OpenHarmony Bench | Coming soon | 53.4% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 87.1% | Coming soon |
| SWE-bench (Vals) | Coming soon | 68.8% | Coming soon |

### Reasoning

- Winner: Coming soon
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 75.1 (Unranked · 3 rankable rows)

| Benchmark | Ling 3.0 Flash FP8 | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| MRCRv2 | Coming soon | 90.4% | Coming soon |
| CritPt | Coming soon | 13.4% | Coming soon |

### Knowledge

- Winner: Coming soon
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 61.6 (Supported · #28/184)

| Benchmark | Ling 3.0 Flash FP8 | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 84% | 92.4% | Qwen3.7 Max |
| GPQA-D | 84.0% | 92.4% | Qwen3.7 Max |
| HLE | Coming soon | 41.4% | Coming soon |
| MMLU-Pro | Coming soon | 89.6% | Coming soon |
| MMLU-Redux | Coming soon | 95% | Coming soon |
| SuperGPQA | Coming soon | 73.6% | Coming soon |
| MMMLU | Coming soon | 90.3% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 90.2% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 89.3% | Coming soon |

### Instruction Following

- Winner: Qwen3.7 Max
- Ling 3.0 Flash FP8 public-lane score: 69.7 (#65/124)
- Qwen3.7 Max public-lane score: 89.2 (#17/124)

| Benchmark | Ling 3.0 Flash FP8 | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 73.4% | 79.1% | Qwen3.7 Max |
| IFEval | Coming soon | 94.3% | Coming soon |

### Multilingual

- Winner: Coming soon
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 100 (#1/12)

| Benchmark | Ling 3.0 Flash FP8 | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 87% | Coming soon |
| NOVA-63 | Coming soon | 59.0% | Coming soon |
| INCLUDE | Coming soon | 86.2% | Coming soon |
| MAXIFE | Coming soon | 89.2% | Coming soon |
| PolyMath | Coming soon | 86.5% | Coming soon |

### Mathematics

- Winner: Coming soon
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 81.9 (Unranked · 3 rankable rows)

| Benchmark | Ling 3.0 Flash FP8 | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2026 | Coming soon | 97.1% | Coming soon |
| IMOAnswerBench | Coming soon | 90.0% | Coming soon |
| Apex | Coming soon | 44.5% | Coming soon |

## FAQ

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

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

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

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 Max.

### 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 Max cover on BenchLM?

Qwen3.7 Max currently has 41 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 Max vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-qwen3-7-max)
- [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 Max vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-qwen3-7-max)

## Explore More

- [Ling 3.0 Flash FP8 profile](/models/ling-3-0-flash-fp8)
- [Qwen3.7 Max profile](/models/qwen3-7-max)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)