# jqv (Qwen3-32B zero-shot) vs Raw Qwen3 4B Instruct 2507 direct logits

> Side-by-side benchmark comparison for jqv (Qwen3-32B zero-shot) and Raw Qwen3 4B Instruct 2507 direct logits across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/jevbench-jqv-vs-jevbench-raw-qwen3-4b-instruct-2507
- Last updated: September 30, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: jqv (Qwen3-32B zero-shot) and Raw Qwen3 4B Instruct 2507 direct logits share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.

## Model Snapshot

| Property | jqv (Qwen3-32B zero-shot) | Raw Qwen3 4B Instruct 2507 direct logits |
|----------|----------|----------|
| Creator | hjmurmur (Octalab) | Alibaba Qwen / neutral reproduction |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | null | null |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 2 | 2 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Reasoning

- Winner: Insufficient shared evidence
- jqv (Qwen3-32B zero-shot) public-lane score: Coming soon
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon

| Benchmark | jqv (Qwen3-32B zero-shot) | Raw Qwen3 4B Instruct 2507 direct logits | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | 44.35 | 40.95 | jqv (Qwen3-32B zero-shot) |
| JevBench 1.5 | 60.77 | 62.14 | Raw Qwen3 4B Instruct 2507 direct logits |

## FAQ

### Is there enough evidence to pick between jqv (Qwen3-32B zero-shot) and Raw Qwen3 4B Instruct 2507 direct logits?

Not yet. The models share only 2 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

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

## Explore More

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