# DeepSeek V3.2 (Thinking) vs Raw Qwen3 4B Instruct 2507 direct logits

> Side-by-side benchmark comparison for DeepSeek V3.2 (Thinking) and Raw Qwen3 4B Instruct 2507 direct logits across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/deepseek-v3-2-thinking-vs-raw-qwen3-4b-instruct-2507
- Last updated: October 1, 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 DeepSeek V3.2 (Thinking) and Raw Qwen3 4B Instruct 2507 direct logits.

## Summary

- DeepSeek V3.2 (Thinking) and Raw Qwen3 4B Instruct 2507 direct logits 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 | DeepSeek V3.2 (Thinking) | Raw Qwen3 4B Instruct 2507 direct logits |
|----------|----------|----------|
| Creator | DeepSeek | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 128K | null |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 1 | 2 |
| Pricing (input/output) | $0.55 / $2.19 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Coding

- Winner: Insufficient shared evidence
- DeepSeek V3.2 (Thinking) public-lane score: 32 (Estimated · #89/144)
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon

| Benchmark | DeepSeek V3.2 (Thinking) | Raw Qwen3 4B Instruct 2507 direct logits | Winner |
|-----------|-----------|-----------|--------|
| Vibe Code Bench | 5.11% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- DeepSeek V3.2 (Thinking) public-lane score: Coming soon
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon

| Benchmark | DeepSeek V3.2 (Thinking) | Raw Qwen3 4B Instruct 2507 direct logits | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | Coming soon | 40.95 | Coming soon |
| JevBench 1.5 | Coming soon | 62.14 | Coming soon |

## FAQ

### Can I compare DeepSeek V3.2 (Thinking) and Raw Qwen3 4B Instruct 2507 direct logits 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

- [DeepSeek V3.2 (Thinking) vs DeepSeek V3.2](/compare/deepseek-v3-2-vs-deepseek-v3-2-thinking)
- [Raw Qwen3 4B Instruct 2507 direct logits vs DeepSeek V3.2](/compare/deepseek-v3-2-vs-raw-qwen3-4b-instruct-2507)
- [DeepSeek V3.2 (Thinking) vs GPT-6 Astra](/compare/deepseek-v3-2-thinking-vs-gpt-6-astra)
- [Raw Qwen3 4B Instruct 2507 direct logits vs GPT-6 Astra](/compare/gpt-6-astra-vs-raw-qwen3-4b-instruct-2507)

## Explore More

- [DeepSeek V3.2 (Thinking) profile](/models/deepseek-v3-2-thinking)
- [Raw Qwen3 4B Instruct 2507 direct logits profile](/models/raw-qwen3-4b-instruct-2507)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)