# Qwen3 235B 2507 (Reasoning) vs ScaleDown Summarize

> Side-by-side benchmark comparison for Qwen3 235B 2507 (Reasoning) and ScaleDown Summarize across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/qwen3-235b-2507-reasoning-vs-scaledown-summarize
- Last updated: October 13, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Qwen3 235B 2507 (Reasoning) and ScaleDown Summarize.

## Summary

- Qwen3 235B 2507 (Reasoning) and ScaleDown Summarize do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Qwen3 235B 2507 (Reasoning) | ScaleDown Summarize |
|----------|----------|----------|
| Creator | Alibaba | ScaleDown |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Unspecified |
| Context | 128K | 1M |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 8 | 0 |
| Pricing (input/output) | $0.00 / $0.00 | $0.05 / $0.00 |

## Category Breakdown

### Coding

- Winner: Insufficient shared evidence
- Qwen3 235B 2507 (Reasoning) public-lane score: Coming soon
- ScaleDown Summarize public-lane score: Coming soon

| Benchmark | Qwen3 235B 2507 (Reasoning) | ScaleDown Summarize | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v6 | 74.1% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Qwen3 235B 2507 (Reasoning) public-lane score: Coming soon
- ScaleDown Summarize public-lane score: Coming soon

| Benchmark | Qwen3 235B 2507 (Reasoning) | ScaleDown Summarize | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 81.1% | Coming soon | Coming soon |
| SuperGPQA | 64.9% | Coming soon | Coming soon |
| MMLU-Pro | 84.4% | Coming soon | Coming soon |
| HLE | 18.2% | Coming soon | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- Qwen3 235B 2507 (Reasoning) public-lane score: 83.8 (#12/17)
- ScaleDown Summarize public-lane score: Coming soon

| Benchmark | Qwen3 235B 2507 (Reasoning) | ScaleDown Summarize | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | 81% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Qwen3 235B 2507 (Reasoning) public-lane score: Coming soon
- ScaleDown Summarize public-lane score: Coming soon

| Benchmark | Qwen3 235B 2507 (Reasoning) | ScaleDown Summarize | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 87.8% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Qwen3 235B 2507 (Reasoning) public-lane score: Coming soon
- ScaleDown Summarize public-lane score: Coming soon

| Benchmark | Qwen3 235B 2507 (Reasoning) | ScaleDown Summarize | Winner |
|-----------|-----------|-----------|--------|
| AIME 2025 | 92.3% | Coming soon | Coming soon |

## FAQ

### Can I compare Qwen3 235B 2507 (Reasoning) and ScaleDown Summarize on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Qwen3 235B 2507 (Reasoning) vs Qwen3 235B 2507](/compare/qwen3-235b-2507-vs-qwen3-235b-2507-reasoning)
- [ScaleDown Summarize vs Qwen3 235B 2507](/compare/qwen3-235b-2507-vs-scaledown-summarize)
- [Qwen3 235B 2507 (Reasoning) vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-qwen3-235b-2507-reasoning)
- [ScaleDown Summarize vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-scaledown-summarize)

## Explore More

- [Qwen3 235B 2507 (Reasoning) profile](/models/qwen3-235b-2507-reasoning)
- [ScaleDown Summarize profile](/models/scaledown-summarize)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)