# LongCat-Flash-Lite-Sparse vs SWE-1.7

> Side-by-side benchmark comparison for LongCat-Flash-Lite-Sparse and SWE-1.7 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/longcat-flash-lite-sparse-vs-swe-1-7
- Last updated: September 10, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: LongCat-Flash-Lite-Sparse and SWE-1.7 share only 3 sourced benchmark rows.

## Summary

- Only 3 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- LongCat-Flash-Lite-Sparse has the larger published context window at 1M.

## Model Snapshot

| Property | LongCat-Flash-Lite-Sparse | SWE-1.7 |
|----------|----------|----------|
| Creator | Meituan | Cognition |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 256K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 17 | 4 |
| Pricing (input/output) | $0.00 / $0.00 | N/A |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- SWE-1.7 public-lane score: 51 (Estimated · #46/152)

| Benchmark | LongCat-Flash-Lite-Sparse | SWE-1.7 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 33.7% | 81.5% | SWE-1.7 |
| VITA-Bench | 21.7% | Coming soon | Coming soon |
| MCP Atlas | 45.6% | Coming soon | Coming soon |
| BrowseComp | 48.6% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- SWE-1.7 public-lane score: 53 (Estimated · #44/151)

| Benchmark | LongCat-Flash-Lite-Sparse | SWE-1.7 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 68.2% | Coming soon | Coming soon |
| SWE-bench Pro | 40.6% | Coming soon | Coming soon |
| SWE Multilingual | 59.3% | 77.8% | SWE-1.7 |
| Terminal-Bench 2.0 | 33.7% | 81.5% | SWE-1.7 |
| FrontierCode 1.1 Main | Coming soon | 42.3% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- SWE-1.7 public-lane score: Coming soon

| Benchmark | LongCat-Flash-Lite-Sparse | SWE-1.7 | Winner |
|-----------|-----------|-----------|--------|
| MMLU | 85.3% | Coming soon | Coming soon |
| MMLU-Pro | 79.2% | Coming soon | Coming soon |
| CMMLU | 84.3% | Coming soon | Coming soon |
| C-Eval | 85.8% | Coming soon | Coming soon |
| GPQA-D | 69.5% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- LongCat-Flash-Lite-Sparse public-lane score: Coming soon
- SWE-1.7 public-lane score: Coming soon

| Benchmark | LongCat-Flash-Lite-Sparse | SWE-1.7 | 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

### Is there enough evidence to pick between LongCat-Flash-Lite-Sparse and SWE-1.7?

Not yet. The models share only 3 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [LongCat-Flash-Lite-Sparse vs SWE-2](/compare/longcat-flash-lite-sparse-vs-swe-2)
- [SWE-1.7 vs SWE-2](/compare/swe-1-7-vs-swe-2)
- [LongCat-Flash-Lite-Sparse vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-longcat-flash-lite-sparse)
- [SWE-1.7 vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-swe-1-7)

## Explore More

- [LongCat-Flash-Lite-Sparse profile](/models/longcat-flash-lite-sparse)
- [SWE-1.7 profile](/models/swe-1-7)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)