# Ling 3.0 Flash Sante vs Raw Qwen3 4B Instruct 2507 direct logits

> Side-by-side benchmark comparison for Ling 3.0 Flash Sante and Raw Qwen3 4B Instruct 2507 direct logits across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-sante-vs-raw-qwen3-4b-instruct-2507
- Last updated: October 20, 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 Sante and Raw Qwen3 4B Instruct 2507 direct logits.

## Summary

- Ling 3.0 Flash Sante 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 | Ling 3.0 Flash Sante | Raw Qwen3 4B Instruct 2507 direct logits |
|----------|----------|----------|
| Creator | InclusionAI | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 262K | null |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 6 | 2 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash Sante | Raw Qwen3 4B Instruct 2507 direct logits | Winner |
|-----------|-----------|-----------|--------|
| BrowseComp | 80.2% | Coming soon | Coming soon |
| DeepSearchQA | 90.8% | Coming soon | Coming soon |
| HLE w/ tools | 57.1% | Coming soon | Coming soon |
| MCP Atlas | 75.6% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: 73.4 (Unranked · 1 rankable row)
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash Sante | 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 |

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash Sante | Raw Qwen3 4B Instruct 2507 direct logits | Winner |
|-----------|-----------|-----------|--------|
| HealthBench Professional | 54.3% | Coming soon | Coming soon |
| MedXpertQA (Text) | 51.0% | Coming soon | Coming soon |

## FAQ

### Can I compare Ling 3.0 Flash Sante 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

- [Ling 3.0 Flash Sante vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-sante-vs-ling-3-0-flash-vl)
- [Raw Qwen3 4B Instruct 2507 direct logits vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-raw-qwen3-4b-instruct-2507)
- [Ling 3.0 Flash Sante vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-sante)
- [Raw Qwen3 4B Instruct 2507 direct logits vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-raw-qwen3-4b-instruct-2507)

## Explore More

- [Ling 3.0 Flash Sante profile](/models/ling-3-0-flash-sante)
- [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)