# Raw Qwen3 4B Instruct 2507 direct logits vs Qwen2.5 Coder 32B Instruct

> Side-by-side benchmark comparison for Raw Qwen3 4B Instruct 2507 direct logits and Qwen2.5 Coder 32B Instruct across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/jevbench-raw-qwen3-4b-instruct-2507-vs-qwen2-5-coder-32b-instruct
- Last updated: September 30, 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 Raw Qwen3 4B Instruct 2507 direct logits and Qwen2.5 Coder 32B Instruct.

## Summary

- Raw Qwen3 4B Instruct 2507 direct logits and Qwen2.5 Coder 32B Instruct 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 | Raw Qwen3 4B Instruct 2507 direct logits | Qwen2.5 Coder 32B Instruct |
|----------|----------|----------|
| Creator | Alibaba Qwen / neutral reproduction | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | null | 128K |
| Independent public score (not head-to-head) | null | 27.09 |
| Benchmarks Covered | 2 | 0 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.00 / $0.00 |

## Category Breakdown

### Reasoning

- Winner: Insufficient shared evidence
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon
- Qwen2.5 Coder 32B Instruct public-lane score: Coming soon

| Benchmark | Raw Qwen3 4B Instruct 2507 direct logits | Qwen2.5 Coder 32B Instruct | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | 40.95 | Coming soon | Coming soon |
| JevBench 1.5 | 62.14 | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon
- Qwen2.5 Coder 32B Instruct public-lane score: 24.1 (Estimated · #159/170)

## FAQ

### Can I compare Raw Qwen3 4B Instruct 2507 direct logits and Qwen2.5 Coder 32B Instruct 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

- [Raw Qwen3 4B Instruct 2507 direct logits vs GPT-6 Astra](/compare/gpt-6-astra-vs-jevbench-raw-qwen3-4b-instruct-2507)
- [Qwen2.5 Coder 32B Instruct vs GPT-6 Astra](/compare/gpt-6-astra-vs-qwen2-5-coder-32b-instruct)
- [Raw Qwen3 4B Instruct 2507 direct logits vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-jevbench-raw-qwen3-4b-instruct-2507)
- [Qwen2.5 Coder 32B Instruct vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-qwen2-5-coder-32b-instruct)

## Explore More

- [Raw Qwen3 4B Instruct 2507 direct logits profile](/models/jevbench-raw-qwen3-4b-instruct-2507)
- [Qwen2.5 Coder 32B Instruct profile](/models/qwen2-5-coder-32b-instruct)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)