# Ling 3.0 Flash Sante vs LLaDA2.2-flash

> Side-by-side benchmark comparison for Ling 3.0 Flash Sante and LLaDA2.2-flash across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-sante-vs-llada2-2-flash
- Last updated: October 20, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Ling 3.0 Flash Sante and LLaDA2.2-flash share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Ling 3.0 Flash Sante has the larger published context window at 262K.

## Model Snapshot

| Property | Ling 3.0 Flash Sante | LLaDA2.2-flash |
|----------|----------|----------|
| Creator | InclusionAI | InclusionAI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 128K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 6 | 8 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- LLaDA2.2-flash public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash Sante | LLaDA2.2-flash | 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% | 46.2% | Ling 3.0 Flash Sante |
| τ²-bench results | Coming soon | 80.3% | Coming soon |
| Claw-Eval | Coming soon | 64.2% | Coming soon |
| PinchBench | Coming soon | 81.7% | Coming soon |
| BFCL v4 | Coming soon | 60.8% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- LLaDA2.2-flash public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash Sante | LLaDA2.2-flash | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | Coming soon | 49.3% | Coming soon |
| SWE-bench Pro | Coming soon | 30.1% | Coming soon |
| SWE Multilingual | Coming soon | 25% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: 73.4 (Unranked · 1 rankable row)
- LLaDA2.2-flash public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- LLaDA2.2-flash public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash Sante | LLaDA2.2-flash | Winner |
|-----------|-----------|-----------|--------|
| HealthBench Professional | 54.3% | Coming soon | Coming soon |
| MedXpertQA (Text) | 51.0% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between Ling 3.0 Flash Sante and LLaDA2.2-flash?

Not yet. The models share only 1 sourced benchmark row, 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

- [Ling 3.0 Flash Sante vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-sante-vs-ling-3-0-flash-vl)
- [LLaDA2.2-flash vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-llada2-2-flash)
- [Ling 3.0 Flash Sante vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-sante)
- [LLaDA2.2-flash vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-llada2-2-flash)

## Explore More

- [Ling 3.0 Flash Sante profile](/models/ling-3-0-flash-sante)
- [LLaDA2.2-flash profile](/models/llada2-2-flash)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)