# GLM-4.7 vs LongCat-Flash-Lite-Sparse

> Side-by-side benchmark comparison for GLM-4.7 and LongCat-Flash-Lite-Sparse across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/glm-4-7-vs-longcat-flash-lite-sparse
- Last updated: September 10, 2026

- Shared sourced benchmarks: 5
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Pick GLM-4.7 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

- GLM-4.7 leads overall 57.71 to 0.
- The biggest single benchmark swing is Terminal-Bench 2.0 in Agentic, with scores of 41% and 33.7%.
- LongCat-Flash-Lite-Sparse also has the larger context window at 1M.

## Model Snapshot

| Property | GLM-4.7 | LongCat-Flash-Lite-Sparse |
|----------|----------|----------|
| Creator | Z.AI | Meituan |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 200K | 1M |
| Overall Score | 57.71 | null |
| Benchmarks Covered | 13 | 17 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Coming soon
- GLM-4.7 public-lane score: 45.3 (Estimated · #82/152)
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon

| Benchmark | GLM-4.7 | LongCat-Flash-Lite-Sparse | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 41% | 33.7% | GLM-4.7 |
| BrowseComp | 52% | 48.6% | GLM-4.7 |
| VITA-Bench | 15.5% | 21.7% | LongCat-Flash-Lite-Sparse |
| Gert Labs | 39.95% | Coming soon | Coming soon |
| MCP Atlas | Coming soon | 45.6% | Coming soon |

### Coding

- Winner: Coming soon
- GLM-4.7 public-lane score: 47.7 (Supported · #71/151)
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon

| Benchmark | GLM-4.7 | LongCat-Flash-Lite-Sparse | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 73.8% | 68.2% | GLM-4.7 |
| LiveCodeBench | 84.9% | Coming soon | Coming soon |
| SWE-Rebench | 58.7% | Coming soon | Coming soon |
| SWE-bench Pro | Coming soon | 40.6% | Coming soon |
| SWE Multilingual | Coming soon | 59.3% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 33.7% | Coming soon |

### Reasoning

- Winner: Coming soon
- GLM-4.7 public-lane score: 69.8 (Unranked · 2 rankable rows)
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon

### Knowledge

- Winner: Coming soon
- GLM-4.7 public-lane score: 47.6 (Supported · #95/183)
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon

| Benchmark | GLM-4.7 | LongCat-Flash-Lite-Sparse | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 85.7% | Coming soon | Coming soon |
| MMLU-Pro | 84.3% | 79.2% | GLM-4.7 |
| HLE | 24.8% | Coming soon | Coming soon |
| MMLU | Coming soon | 85.3% | Coming soon |
| CMMLU | Coming soon | 84.3% | Coming soon |
| C-Eval | Coming soon | 85.8% | Coming soon |
| GPQA-D | Coming soon | 69.5% | Coming soon |

### Instruction Following

- Winner: Coming soon
- GLM-4.7 public-lane score: 82.8 (#50/123)
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon

### Mathematics

- Winner: Coming soon
- GLM-4.7 public-lane score: 26 (Unranked · 2 rankable rows)
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon

| Benchmark | GLM-4.7 | LongCat-Flash-Lite-Sparse | Winner |
|-----------|-----------|-----------|--------|
| AIME 2025 | 95.7% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 2.439% | Coming soon | Coming soon |
| FrontierMath v2 (Tier 4) | 0.000% | Coming soon | Coming soon |
| MATH-500 | Coming soon | 95.8% | Coming soon |
| AIME26 | Coming soon | 65.7% | Coming soon |
| HMMT Feb 2026 | Coming soon | 40.5% | Coming soon |
| IMOAnswerBench | Coming soon | 49.4% | Coming soon |

## FAQ

### Which is better overall, GLM-4.7 or LongCat-Flash-Lite-Sparse?

GLM-4.7 is ahead overall on BenchLM right now.

### How many benchmarks does GLM-4.7 cover on BenchLM?

GLM-4.7 currently has 13 sourced benchmark scores on BenchLM.

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

LongCat-Flash-Lite-Sparse currently has 17 sourced benchmark scores on BenchLM.

## Related Comparisons

- [GLM-4.7 vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-glm-4-7)
- [LongCat-Flash-Lite-Sparse vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-longcat-flash-lite-sparse)
- [GLM-4.7 vs GPT-6 Astra](/compare/glm-4-7-vs-gpt-6-astra)
- [LongCat-Flash-Lite-Sparse vs GPT-6 Astra](/compare/gpt-6-astra-vs-longcat-flash-lite-sparse)

## Explore More

- [GLM-4.7 profile](/models/glm-4-7)
- [LongCat-Flash-Lite-Sparse profile](/models/longcat-flash-lite-sparse)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)