# Raw Qwen3 4B Instruct 2507 direct logits vs Parakeet CTC 1.1B

> Side-by-side benchmark comparison for Raw Qwen3 4B Instruct 2507 direct logits and Parakeet CTC 1.1B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/jevbench-raw-qwen3-4b-instruct-2507-vs-parakeet-ctc-1-1b
- 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 Parakeet CTC 1.1B.

## Summary

- Raw Qwen3 4B Instruct 2507 direct logits and Parakeet CTC 1.1B 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 | Parakeet CTC 1.1B |
|----------|----------|----------|
| Creator | Alibaba Qwen / neutral reproduction | NVIDIA |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | null | N/A |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 2 | 0 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Reasoning

- Winner: Insufficient shared evidence
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon
- Parakeet CTC 1.1B public-lane score: Coming soon

| Benchmark | Raw Qwen3 4B Instruct 2507 direct logits | Parakeet CTC 1.1B | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | 40.95 | Coming soon | Coming soon |
| JevBench 1.5 | 62.14 | Coming soon | Coming soon |

## FAQ

### Can I compare Raw Qwen3 4B Instruct 2507 direct logits and Parakeet CTC 1.1B 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)
- [Parakeet CTC 1.1B vs GPT-6 Astra](/compare/gpt-6-astra-vs-parakeet-ctc-1-1b)
- [Raw Qwen3 4B Instruct 2507 direct logits vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-jevbench-raw-qwen3-4b-instruct-2507)
- [Parakeet CTC 1.1B vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-parakeet-ctc-1-1b)

## Explore More

- [Raw Qwen3 4B Instruct 2507 direct logits profile](/models/jevbench-raw-qwen3-4b-instruct-2507)
- [Parakeet CTC 1.1B profile](/models/parakeet-ctc-1-1b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)