# Ling 3.0 Flash Sante vs Ornith-1.5-397B

> Side-by-side benchmark comparison for Ling 3.0 Flash Sante and Ornith-1.5-397B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-sante-vs-ornith-1-5-397b
- Last updated: October 20, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Ling 3.0 Flash Sante and Ornith-1.5-397B share only 3 sourced benchmark rows.

## Summary

- Only 3 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.

## Model Snapshot

| Property | Ling 3.0 Flash Sante | Ornith-1.5-397B |
|----------|----------|----------|
| Creator | InclusionAI | Ornith AI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 262K |
| Independent public score (not head-to-head) | null | 62.35 |
| Benchmarks Covered | 6 | 18 |
| 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
- Ornith-1.5-397B public-lane score: 58.7 (Estimated · #33/132)

| Benchmark | Ling 3.0 Flash Sante | Ornith-1.5-397B | Winner |
|-----------|-----------|-----------|--------|
| BrowseComp | 80.2% | 86.6% | Ornith-1.5-397B |
| DeepSearchQA | 90.8% | Coming soon | Coming soon |
| HLE w/ tools | 57.1% | 56.1% | Ling 3.0 Flash Sante |
| MCP Atlas | 75.6% | 80% | Ornith-1.5-397B |
| Terminal-Bench 2.1 | Coming soon | 86.1% | Coming soon |
| Toolathlon-Verified | Coming soon | 71.2% | Coming soon |
| WideResearch | Coming soon | 80.8% | Coming soon |
| Claw-Eval | Coming soon | 81.4% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Ornith-1.5-397B public-lane score: 53.5 (Estimated · #37/153)

| Benchmark | Ling 3.0 Flash Sante | Ornith-1.5-397B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | Coming soon | 86.1% | Coming soon |
| SWE-bench Verified | Coming soon | 86% | Coming soon |
| SWE-bench Pro | Coming soon | 65.1% | Coming soon |
| SWE Multilingual | Coming soon | 79.6% | Coming soon |
| DeepSWE | Coming soon | 56.0% | Coming soon |
| frontierBench | Coming soon | 13.5% | Coming soon |
| NL2Repo | Coming soon | 59.5% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: 73.4 (Unranked · 1 rankable row)
- Ornith-1.5-397B public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash Sante public-lane score: Coming soon
- Ornith-1.5-397B public-lane score: 64.7 (Estimated · #39/187)

| Benchmark | Ling 3.0 Flash Sante | Ornith-1.5-397B | Winner |
|-----------|-----------|-----------|--------|
| HealthBench Professional | 54.3% | Coming soon | Coming soon |
| MedXpertQA (Text) | 51.0% | Coming soon | Coming soon |
| GPQA | Coming soon | 92.8% | Coming soon |
| GPQA-D | Coming soon | 92.8% | Coming soon |
| HLE | Coming soon | 44.6% | Coming soon |
| HLE w/o tools | Coming soon | 44.6% | Coming soon |

## FAQ

### Is there enough evidence to pick between Ling 3.0 Flash Sante and Ornith-1.5-397B?

Not yet. The models share only 3 sourced benchmark rows, 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)
- [Ornith-1.5-397B vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-ornith-1-5-397b)
- [Ling 3.0 Flash Sante vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-sante)
- [Ornith-1.5-397B vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ornith-1-5-397b)

## Explore More

- [Ling 3.0 Flash Sante profile](/models/ling-3-0-flash-sante)
- [Ornith-1.5-397B profile](/models/ornith-1-5-397b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)