# Ling 3.0 Flash vs Raw Qwen3 0.6B direct logits

> Side-by-side benchmark comparison for Ling 3.0 Flash and Raw Qwen3 0.6B direct logits across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-vs-raw-qwen3-0-6b
- 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 Ling 3.0 Flash and Raw Qwen3 0.6B direct logits.

## Summary

- Ling 3.0 Flash and Raw Qwen3 0.6B 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 | Ling 3.0 Flash | Raw Qwen3 0.6B direct logits |
|----------|----------|----------|
| Creator | InclusionAI | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 262K | null |
| Independent public score (not head-to-head) | 46.38 | null |
| Benchmarks Covered | 22 | 2 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ling 3.0 Flash public-lane score: 32.3 (Supported · #76/119)
- Raw Qwen3 0.6B direct logits public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Raw Qwen3 0.6B direct logits | Winner |
|-----------|-----------|-----------|--------|
| MCP Atlas | 65.5% | Coming soon | Coming soon |
| skillsBench | 44.8% | Coming soon | Coming soon |
| BFCL v4 | 73.0% | Coming soon | Coming soon |
| WideResearch | 73.6% | Coming soon | Coming soon |
| BrowseComp | 72.2% | Coming soon | Coming soon |
| DRACO | 70.4% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 50.2% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ling 3.0 Flash public-lane score: 33.9 (Supported · #85/144)
- Raw Qwen3 0.6B direct logits public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Raw Qwen3 0.6B direct logits | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 56.6% | Coming soon | Coming soon |
| SWE Multilingual | 72.4% | Coming soon | Coming soon |
| LiveCodeBench v5 | 82.8% | Coming soon | Coming soon |
| SciCode | 41.2% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 84.0% | Coming soon | Coming soon |
| SWE-bench (Vals) | 65.2% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash public-lane score: 72.5 (Unranked · 2 rankable rows)
- Raw Qwen3 0.6B direct logits public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Raw Qwen3 0.6B direct logits | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | Coming soon | 7.14 | Coming soon |
| JevBench 1.5 | Coming soon | 1.08 | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash public-lane score: 42.3 (Supported · #92/170)
- Raw Qwen3 0.6B direct logits public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Raw Qwen3 0.6B direct logits | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 85.0% | Coming soon | Coming soon |
| GPQA-D | 85.0% | Coming soon | Coming soon |
| HLE | 22.7% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 84.8% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 82.0% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Ling 3.0 Flash public-lane score: 72.1 (#63/124)
- Raw Qwen3 0.6B direct logits public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Raw Qwen3 0.6B direct logits | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 74.5% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Ling 3.0 Flash public-lane score: 72.9 (Unranked · 3 rankable rows)
- Raw Qwen3 0.6B direct logits public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Raw Qwen3 0.6B direct logits | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 93.2% | Coming soon | Coming soon |
| HMMT Feb 2026 | 87.0% | Coming soon | Coming soon |
| IMOAnswerBench | 83.7% | Coming soon | Coming soon |

## FAQ

### Can I compare Ling 3.0 Flash and Raw Qwen3 0.6B 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

- [Ling 3.0 Flash vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vs-ling-3-0-flash-vl)
- [Raw Qwen3 0.6B direct logits vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-raw-qwen3-0-6b)
- [Ling 3.0 Flash vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [Raw Qwen3 0.6B direct logits vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-raw-qwen3-0-6b)

## Explore More

- [Ling 3.0 Flash profile](/models/ling-3-0-flash)
- [Raw Qwen3 0.6B direct logits profile](/models/raw-qwen3-0-6b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)