# LongCat-Flash-Lite-Sparse vs Qwen3.7 Max

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

- Canonical page: https://benchlm.ai/compare/longcat-flash-lite-sparse-vs-qwen3-7-max
- Last updated: September 10, 2026

- Shared sourced benchmarks: 11
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Pick Qwen3.7 Max if you want the stronger benchmark profile. LongCat-Flash-Lite-Sparse 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 67.08 to 0.
- The biggest single benchmark swing is HMMT Feb 2026 in Mathematics, with scores of 40.5% and 97.1%.
- Qwen3.7 Max is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.

## Model Snapshot

| Property | LongCat-Flash-Lite-Sparse | Qwen3.7 Max |
|----------|----------|----------|
| Creator | Meituan | Alibaba |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 1M |
| Overall Score | null | 67.08 |
| Benchmarks Covered | 17 | 41 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Coming soon
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 41.2 (Supported · #110/152)

| Benchmark | LongCat-Flash-Lite-Sparse | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 33.7% | 69.7% | Qwen3.7 Max |
| VITA-Bench | 21.7% | 47.9% | Qwen3.7 Max |
| MCP Atlas | 45.6% | 76.4% | Qwen3.7 Max |
| BrowseComp | 48.6% | Coming soon | 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 |
| 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
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 49.3 (Supported · #64/151)

| Benchmark | LongCat-Flash-Lite-Sparse | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 68.2% | 80.4% | Qwen3.7 Max |
| SWE-bench Pro | 40.6% | 60.6% | Qwen3.7 Max |
| SWE Multilingual | 59.3% | 78.3% | Qwen3.7 Max |
| Terminal-Bench 2.0 | 33.7% | 69.7% | Qwen3.7 Max |
| NL2Repo | Coming soon | 47.2% | Coming soon |
| SciCode | Coming soon | 53.5% | Coming soon |
| LiveCodeBench | Coming soon | 91.6% | 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
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 75.1 (Unranked · 3 rankable rows)

| Benchmark | LongCat-Flash-Lite-Sparse | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| MRCRv2 | Coming soon | 90.4% | Coming soon |
| CritPt | Coming soon | 13.4% | Coming soon |

### Knowledge

- Winner: Coming soon
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 61.7 (Supported · #28/183)

| Benchmark | LongCat-Flash-Lite-Sparse | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| MMLU | 85.3% | Coming soon | Coming soon |
| MMLU-Pro | 79.2% | 89.6% | Qwen3.7 Max |
| CMMLU | 84.3% | Coming soon | Coming soon |
| C-Eval | 85.8% | Coming soon | Coming soon |
| GPQA-D | 69.5% | 92.4% | Qwen3.7 Max |
| GPQA | Coming soon | 92.4% | Coming soon |
| HLE | Coming soon | 41.4% | 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: Coming soon
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 91.1 (#16/123)

| Benchmark | LongCat-Flash-Lite-Sparse | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 94.3% | Coming soon |
| IFBench | Coming soon | 79.1% | Coming soon |

### Multilingual

- Winner: Coming soon
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 100 (#1/12)

| Benchmark | LongCat-Flash-Lite-Sparse | 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
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 82.1 (Unranked · 3 rankable rows)

| Benchmark | LongCat-Flash-Lite-Sparse | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| MATH-500 | 95.8% | Coming soon | Coming soon |
| AIME26 | 65.7% | Coming soon | Coming soon |
| HMMT Feb 2026 | 40.5% | 97.1% | Qwen3.7 Max |
| IMOAnswerBench | 49.4% | 90.0% | Qwen3.7 Max |
| Apex | Coming soon | 44.5% | Coming soon |

## FAQ

### Which is better overall, LongCat-Flash-Lite-Sparse or Qwen3.7 Max?

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

### How many benchmarks does LongCat-Flash-Lite-Sparse cover on BenchLM?

LongCat-Flash-Lite-Sparse currently has 17 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

- [LongCat-Flash-Lite-Sparse vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-longcat-flash-lite-sparse)
- [Qwen3.7 Max vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-qwen3-7-max)
- [LongCat-Flash-Lite-Sparse vs GPT-6 Astra](/compare/gpt-6-astra-vs-longcat-flash-lite-sparse)
- [Qwen3.7 Max vs GPT-6 Astra](/compare/gpt-6-astra-vs-qwen3-7-max)

## Explore More

- [LongCat-Flash-Lite-Sparse profile](/models/longcat-flash-lite-sparse)
- [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)