# LongCat-2.5 vs Qwen3.7 Plus

> Side-by-side benchmark comparison for LongCat-2.5 and Qwen3.7 Plus across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/longcat-2-5-vs-qwen3-7-plus
- Last updated: November 9, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Qwen3.7 Plus leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Qwen3.7 Plus has the higher overall point estimate 53.58 to 0. Conditional score ranges do not establish rank confidence.
- The biggest single benchmark swing is NL2Repo in Coding, with scores of 60.5% and 41.1%.

## Model Snapshot

| Property | LongCat-2.5 | Qwen3.7 Plus |
|----------|----------|----------|
| Creator | Meituan | Alibaba |
| Type | Open Weight | Proprietary |
| Reasoning | Hybrid | Reasoning |
| Context | 1M | 1M |
| Overall Score | null | 53.58 |
| Benchmarks Covered | 22 | 53 |
| Pricing (input/output) | $0.30 / $1.20 | N/A |

## Category Breakdown

### Agentic

- Winner: Not comparable
- LongCat-2.5 public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 35.9 (Supported · #84/132)

| Benchmark | LongCat-2.5 | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 88.4% | Coming soon | Coming soon |
| Terminal-Bench 4.0 | 38.50% | Coming soon | Coming soon |
| BrowseComp | 91.9% | Coming soon | Coming soon |
| AutomationBench | 51.8% | Coming soon | Coming soon |
| HLE w/ tools | 63.1% | Coming soon | Coming soon |
| Agents' Last Exam | 38.5% | Coming soon | Coming soon |
| MCP Atlas | 83.1% | 73.2% | LongCat-2.5 |
| JobBench | 65.4% | Coming soon | Coming soon |
| skillsBench | 63.3% | Coming soon | Coming soon |
| SpreadsheetBench 2 | 34.9% | Coming soon | Coming soon |
| Claw-Eval | 78.3% | 62.7% | LongCat-2.5 |
| Terminal-Bench 2.0 | Coming soon | 70.3% | Coming soon |
| QwenClawBench | Coming soon | 61.8% | Coming soon |
| BFCL v4 | Coming soon | 72.9% | 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: Not comparable
- LongCat-2.5 public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 41 (Estimated · #69/158)

| Benchmark | LongCat-2.5 | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 88.4% | Coming soon | Coming soon |
| ProgramBench | 25.5% | Coming soon | Coming soon |
| DeepSWE | 64.6% | Coming soon | Coming soon |
| PaperBench | 82.1% | Coming soon | Coming soon |
| SWE-Atlas Codebase QnA | 58.3% | Coming soon | Coming soon |
| NL2Repo | 60.5% | 41.1% | LongCat-2.5 |
| 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 |
| SciCode | Coming soon | 51.3% | Coming soon |
| LiveCodeBench v6 | Coming soon | 89.6% | Coming soon |

### Reasoning

- Winner: Not comparable
- LongCat-2.5 public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 45.9 (Estimated · #61/157)

| Benchmark | LongCat-2.5 | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| CritPt | Coming soon | 9.1% | Coming soon |
| MRCRv2 | Coming soon | 91.7% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- LongCat-2.5 public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 55.8 (Estimated · #42/67)

| Benchmark | LongCat-2.5 | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| Vision2Web | 78.6% | Coming soon | Coming soon |
| CharXiv | 90.2% | 85.9% | LongCat-2.5 |
| MathVision w/ Python | 96.5% | Coming soon | Coming soon |
| Video-MME | 85.2% | Coming soon | Coming soon |
| MMMU-Pro | Coming soon | 79% | Coming soon |
| MathVision | Coming soon | 90.3% | 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 |

### Knowledge

- Winner: Not comparable
- LongCat-2.5 public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 52.7 (Estimated · #67/179)

| Benchmark | LongCat-2.5 | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| FrontierScience | 77% | Coming soon | Coming soon |
| GPQA | Coming soon | 90.3% | Coming soon |
| GPQA-D | Coming soon | 90.3% | Coming soon |
| 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 |

### Multilingual

- Winner: Not comparable
- LongCat-2.5 public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 95.7 (#3/17)

| Benchmark | LongCat-2.5 | 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 |

### Instruction Following

- Winner: Not comparable
- LongCat-2.5 public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 92.8 (#18/157)

| Benchmark | LongCat-2.5 | Qwen3.7 Plus | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 94.6% | Coming soon |
| IFBench | Coming soon | 79.1% | Coming soon |

### Mathematics

- Winner: Not comparable
- LongCat-2.5 public-lane score: Coming soon
- Qwen3.7 Plus public-lane score: 60.4 (Unranked · 4 rankable rows)

| Benchmark | LongCat-2.5 | 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 |
| FrontierMath v2 (Tiers 1-3) | Coming soon | 34.386% | Coming soon |

## FAQ

### Which is better overall, LongCat-2.5 or Qwen3.7 Plus?

Qwen3.7 Plus has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### How many benchmarks does LongCat-2.5 cover on BenchLM?

LongCat-2.5 currently has 22 sourced benchmark scores on BenchLM.

### How many benchmarks does Qwen3.7 Plus cover on BenchLM?

Qwen3.7 Plus currently has 53 sourced benchmark scores on BenchLM.

## Related Comparisons

- [LongCat-2.5 vs Claude Fable 5.2](/compare/claude-fable-5-2-vs-longcat-2-5)
- [Qwen3.7 Plus vs Claude Fable 5.2](/compare/claude-fable-5-2-vs-qwen3-7-plus)
- [LongCat-2.5 vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-longcat-2-5)
- [Qwen3.7 Plus vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-qwen3-7-plus)

## Explore More

- [LongCat-2.5 profile](/models/longcat-2-5)
- [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)