# Raw Qwen3 4B Instruct 2507 direct logits vs Kimi K2.5 (Reasoning)

> Side-by-side benchmark comparison for Raw Qwen3 4B Instruct 2507 direct logits and Kimi K2.5 (Reasoning) across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/jevbench-raw-qwen3-4b-instruct-2507-vs-kimi-k2-5-reasoning
- 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 Kimi K2.5 (Reasoning).

## Summary

- Raw Qwen3 4B Instruct 2507 direct logits and Kimi K2.5 (Reasoning) 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 | Kimi K2.5 (Reasoning) |
|----------|----------|----------|
| Creator | Alibaba Qwen / neutral reproduction | Moonshot AI |
| Type | Open Weight | Proprietary |
| Reasoning | Non-Reasoning | Reasoning |
| Context | null | 128K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 2 | 9 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.60 / $3.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon
- Kimi K2.5 (Reasoning) public-lane score: Coming soon

| Benchmark | Raw Qwen3 4B Instruct 2507 direct logits | Kimi K2.5 (Reasoning) | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | Coming soon | 50.8% | Coming soon |
| BrowseComp | Coming soon | 60.6% | Coming soon |
| Gert Labs | Coming soon | 32.58% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon
- Kimi K2.5 (Reasoning) public-lane score: Coming soon

| Benchmark | Raw Qwen3 4B Instruct 2507 direct logits | Kimi K2.5 (Reasoning) | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | Coming soon | 76.8% | Coming soon |
| Vibe Code Bench | Coming soon | 17.54% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon
- Kimi K2.5 (Reasoning) public-lane score: Coming soon

| Benchmark | Raw Qwen3 4B Instruct 2507 direct logits | Kimi K2.5 (Reasoning) | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | 40.95 | Coming soon | Coming soon |
| JevBench 1.5 | 62.14 | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon
- Kimi K2.5 (Reasoning) public-lane score: 64.4 (Unranked · 1 rankable row)

| Benchmark | Raw Qwen3 4B Instruct 2507 direct logits | Kimi K2.5 (Reasoning) | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | Coming soon | 78.5% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon
- Kimi K2.5 (Reasoning) public-lane score: Coming soon

| Benchmark | Raw Qwen3 4B Instruct 2507 direct logits | Kimi K2.5 (Reasoning) | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 87.6% | Coming soon |
| MMLU-Pro | Coming soon | 87.1% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon
- Kimi K2.5 (Reasoning) public-lane score: Coming soon

| Benchmark | Raw Qwen3 4B Instruct 2507 direct logits | Kimi K2.5 (Reasoning) | Winner |
|-----------|-----------|-----------|--------|
| AIME 2025 | Coming soon | 96.1% | Coming soon |

## FAQ

### Can I compare Raw Qwen3 4B Instruct 2507 direct logits and Kimi K2.5 (Reasoning) 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 Kimi K2.5](/compare/jevbench-raw-qwen3-4b-instruct-2507-vs-kimi-k2-5)
- [Kimi K2.5 (Reasoning) vs Kimi K2.5](/compare/kimi-k2-5-vs-kimi-k2-5-reasoning)
- [Raw Qwen3 4B Instruct 2507 direct logits vs GPT-6 Astra](/compare/gpt-6-astra-vs-jevbench-raw-qwen3-4b-instruct-2507)
- [Kimi K2.5 (Reasoning) vs GPT-6 Astra](/compare/gpt-6-astra-vs-kimi-k2-5-reasoning)

## Explore More

- [Raw Qwen3 4B Instruct 2507 direct logits profile](/models/jevbench-raw-qwen3-4b-instruct-2507)
- [Kimi K2.5 (Reasoning) profile](/models/kimi-k2-5-reasoning)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)