# Atria Dawn Preview vs Ling 3.1 Flash

> Side-by-side benchmark comparison for Atria Dawn Preview and Ling 3.1 Flash across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/atria-dawn-preview-vs-ling-3-1-flash
- Last updated: September 30, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Evidence is too thin for a benchmark verdict: Atria Dawn Preview and Ling 3.1 Flash 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.
- Ling 3.1 Flash has the lower published output-token price.
- Ling 3.1 Flash has the larger published context window at 262K.

## Model Snapshot

| Property | Atria Dawn Preview | Ling 3.1 Flash |
|----------|----------|----------|
| Creator | Shanghai Artificial Intelligence Laboratory | InclusionAI |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 262K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 13 | 8 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: Coming soon
- Ling 3.1 Flash public-lane score: Coming soon

| Benchmark | Atria Dawn Preview | Ling 3.1 Flash | Winner |
|-----------|-----------|-----------|--------|
| AutomationBench | 53.8% | 52.5% | Atria Dawn Preview |
| BFCL v4 | 77.0% | Coming soon | Coming soon |
| CyberGym | 86.5% | 87.9% | Ling 3.1 Flash |
| DeepSearchQA | 96.0% | Coming soon | Coming soon |
| BrowseComp | 92.5% | Coming soon | Coming soon |
| skillsBench | 66.4% | 68.7% | Ling 3.1 Flash |
| MLE-Bench Lite | 86.2% | Coming soon | Coming soon |
| WideResearch | 81.9% | Coming soon | Coming soon |
| τ³-bench results | 41.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 78.3% | Coming soon | Coming soon |
| JobBench | 50.3% | Coming soon | Coming soon |
| Finance Agent v2 | Coming soon | 57.9% | Coming soon |
| DRACO | Coming soon | 85.5% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: Coming soon
- Ling 3.1 Flash public-lane score: Coming soon

| Benchmark | Atria Dawn Preview | Ling 3.1 Flash | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 78.3% | Coming soon | Coming soon |
| SWE-bench Pro | 59.6% | Coming soon | Coming soon |
| terminalBench4 | Coming soon | 40.4% | Coming soon |
| SWE-Atlas Codebase QnA | Coming soon | 55.9% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: Coming soon
- Ling 3.1 Flash public-lane score: Coming soon

| Benchmark | Atria Dawn Preview | Ling 3.1 Flash | Winner |
|-----------|-----------|-----------|--------|
| HealthBench Professional | Coming soon | 65.3% | Coming soon |

## FAQ

### Is there enough evidence to pick between Atria Dawn Preview and Ling 3.1 Flash?

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

- [Atria Dawn Preview vs GPT-6 Astra](/compare/atria-dawn-preview-vs-gpt-6-astra)
- [Ling 3.1 Flash vs GPT-6 Astra](/compare/gpt-6-astra-vs-ling-3-1-flash)
- [Atria Dawn Preview vs Claude Opus 5.5](/compare/atria-dawn-preview-vs-claude-opus-5-5)
- [Ling 3.1 Flash vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ling-3-1-flash)

## Explore More

- [Atria Dawn Preview profile](/models/atria-dawn-preview)
- [Ling 3.1 Flash profile](/models/ling-3-1-flash)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)