# LongCat-Flash-Lite-Sparse vs Qwen3.5-122B-A10B

> Side-by-side benchmark comparison for LongCat-Flash-Lite-Sparse and Qwen3.5-122B-A10B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/longcat-flash-lite-sparse-vs-qwen3-5-122b-a10b
- Last updated: September 10, 2026

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

## Quick Verdict

Pick Qwen3.5-122B-A10B 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

- Qwen3.5-122B-A10B leads overall 56.37 to 0.
- The biggest single benchmark swing is Terminal-Bench 2.0 in Agentic, with scores of 33.7% and 49.4%.
- LongCat-Flash-Lite-Sparse also has the larger context window at 1M.

## Model Snapshot

| Property | LongCat-Flash-Lite-Sparse | Qwen3.5-122B-A10B |
|----------|----------|----------|
| Creator | Meituan | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 262K |
| Overall Score | null | 56.37 |
| Benchmarks Covered | 17 | 15 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Coming soon
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 43.6 (Estimated · #94/152)

| Benchmark | LongCat-Flash-Lite-Sparse | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 33.7% | 49.4% | Qwen3.5-122B-A10B |
| VITA-Bench | 21.7% | Coming soon | Coming soon |
| MCP Atlas | 45.6% | Coming soon | Coming soon |
| BrowseComp | 48.6% | 63.8% | Qwen3.5-122B-A10B |
| OSWorld-Verified | Coming soon | 58% | Coming soon |

### Coding

- Winner: Coming soon
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 43.6 (Supported · #98/151)

| Benchmark | LongCat-Flash-Lite-Sparse | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 68.2% | 72% | Qwen3.5-122B-A10B |
| SWE-bench Pro | 40.6% | Coming soon | Coming soon |
| SWE Multilingual | 59.3% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 33.7% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Coming soon
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 57 (#32/48)

| Benchmark | LongCat-Flash-Lite-Sparse | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| MMMU | Coming soon | 83.9% | Coming soon |
| MMVU | Coming soon | 74.7% | Coming soon |
| MathVision | Coming soon | 86.2% | Coming soon |
| CharXiv | Coming soon | 77.2% | Coming soon |
| V* | Coming soon | 93.2% | Coming soon |

### Reasoning

- Winner: Coming soon
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 48.7 (Unranked · 3 rankable rows)

| Benchmark | LongCat-Flash-Lite-Sparse | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | Coming soon | 60.2% | Coming soon |

### Knowledge

- Winner: Coming soon
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 49 (Supported · #86/183)

| Benchmark | LongCat-Flash-Lite-Sparse | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| MMLU | 85.3% | Coming soon | Coming soon |
| MMLU-Pro | 79.2% | 86.7% | Qwen3.5-122B-A10B |
| CMMLU | 84.3% | Coming soon | Coming soon |
| C-Eval | 85.8% | Coming soon | Coming soon |
| GPQA-D | 69.5% | Coming soon | Coming soon |
| SuperGPQA | Coming soon | 67.1% | Coming soon |
| GPQA | Coming soon | 86.6% | Coming soon |

### Instruction Following

- Winner: Coming soon
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 93 (#11/123)

| Benchmark | LongCat-Flash-Lite-Sparse | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 93.4% | Coming soon |

### Multilingual

- Winner: Coming soon
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 36.8 (#10/12)

| Benchmark | LongCat-Flash-Lite-Sparse | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 82.2% | Coming soon |

### Mathematics

- Winner: Coming soon
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: Coming soon

| Benchmark | LongCat-Flash-Lite-Sparse | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| MATH-500 | 95.8% | Coming soon | Coming soon |
| AIME26 | 65.7% | Coming soon | Coming soon |
| HMMT Feb 2026 | 40.5% | Coming soon | Coming soon |
| IMOAnswerBench | 49.4% | Coming soon | Coming soon |

## FAQ

### Which is better overall, LongCat-Flash-Lite-Sparse or Qwen3.5-122B-A10B?

Qwen3.5-122B-A10B 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 Qwen3.5-122B-A10B cover on BenchLM?

Qwen3.5-122B-A10B currently has 15 sourced benchmark scores on BenchLM.

## Related Comparisons

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- [Qwen3.5-122B-A10B vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-qwen3-5-122b-a10b)
- [LongCat-Flash-Lite-Sparse vs GPT-6 Astra](/compare/gpt-6-astra-vs-longcat-flash-lite-sparse)
- [Qwen3.5-122B-A10B vs GPT-6 Astra](/compare/gpt-6-astra-vs-qwen3-5-122b-a10b)

## Explore More

- [LongCat-Flash-Lite-Sparse profile](/models/longcat-flash-lite-sparse)
- [Qwen3.5-122B-A10B profile](/models/qwen3-5-122b-a10b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)