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Atria Dawn Preview vs LFM2.5-VL-3B

Atria Dawn Preview leads the LLM Stats Score 51.9 to 3.2.

Shanghai AI Laboratory · Liquid AI · Updated for 2026

Which is better?

Atria Dawn Preview leads the overall LLM Stats Score 51.9 to 3.2, ranking #10 overall.

In the 1 individual benchmarks reported for both models, Atria Dawn Preview wins 1; this is a narrower head-to-head signal than the composite indexes.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Atria Dawn Preview

  • overall performance matters — it scores 51.9 and ranks #10 on LLM Stats
  • your work emphasizes reasoning and agents — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • you want the most recent training data — it shipped Sep 2026

Choose LFM2.5-VL-3B

  • you are already invested in the Liquid AI ecosystem

At a glance

The differences that matter most.

Atria Dawn Preview
Shanghai AI Laboratory
LFM2.5-VL-3B
Liquid AI
Core performance indexes
LLM Stats Score
51.9
#10
3.2
#312
Reasoning
50.1
#12
-2.3
#334
Agents
38.2
#10
-5.3
#184
Cost, coverage & limits
Benchmark wins
1 of 1
0 of 1
Input price
— / M
— / M
Output price
— / M
— / M
Context window
—
—

Individual benchmarks

12 reported for Atria Dawn Preview · 23 for LFM2.5-VL-3B

1 shared

Atria Dawn Preview outperforms in 1 benchmarks (BFCL-V4), while LFM2.5-VL-3B is better at 0 benchmarks.

Atria Dawn Preview significantly outperforms across most benchmarks.

Tue Sep 22 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Model Size

Parameter count comparison

740.9B diff

Atria Dawn Preview has 740.9B more parameters than LFM2.5-VL-3B, making it 23719.6% larger.

Shanghai AI Laboratory
Atria Dawn Preview
744.0Bparameters
Liquid AI
LFM2.5-VL-3B
3.1Bparameters
744.0B
Atria Dawn Preview
3.1B
LFM2.5-VL-3B

Input capabilities

Documented input modalities across available providers

LFM2.5-VL-3B supports multimodal inputs, whereas Atria Dawn Preview does not.

LFM2.5-VL-3B can handle both text and other forms of data like images, making it suitable for multimodal applications.

Atria Dawn Preview

Text
Images
Audio
Video

LFM2.5-VL-3B

Text
Images
Audio
Video

License

Usage and distribution terms

Atria Dawn Preview is licensed under MIT, while LFM2.5-VL-3B uses LFM Open License v1.0.

License differences may affect how you can use these models in commercial or open-source projects.

Atria Dawn Preview

MIT

Open weights

LFM2.5-VL-3B

LFM Open License v1.0

Open weights

Release Timeline

When each model was launched

Atria Dawn Preview was released on 2026-09-11, while LFM2.5-VL-3B was released on 2026-08-12.

Atria Dawn Preview is 1 month newer than LFM2.5-VL-3B.

Atria Dawn Preview

Sep 11, 2026

1 weeks ago

1mo newer
LFM2.5-VL-3B

Aug 12, 2026

1 months ago

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion→

Judge for yourself.

Run your own prompts against Atria Dawn Preview and LFM2.5-VL-3B side-by-side, then vote on the output you prefer.

Atria Dawn Preview
✓ Preferred
LFM2.5-VL-3B
Open in Playground

FAQ

Common questions about Atria Dawn Preview vs LFM2.5-VL-3B.

Which is better, Atria Dawn Preview or LFM2.5-VL-3B?

Atria Dawn Preview leads the LLM Stats Score 51.9 to 3.2. Atria Dawn Preview is made by Shanghai AI Laboratory and LFM2.5-VL-3B is made by Liquid AI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Atria Dawn Preview compare to LFM2.5-VL-3B in benchmarks?

Atria Dawn Preview scores DeepSearchQA: 96.0%, BrowseComp: 92.5%, CyberGym: 86.5%, MLE-Bench Lite: 86.2%, WideSearch: 81.9%. LFM2.5-VL-3B scores DocVQA: 91.1%, POPE: 88.7%, RefCOCO-avg: 87.9%, TextVQA: 84.3%, OCRBench: 84.2%.

What are the main differences between Atria Dawn Preview and LFM2.5-VL-3B?

Key differences include LLM Stats Score (51.9 vs 3.2), multimodal support (no vs yes), licensing (MIT vs LFM Open License v1.0). See the full comparison above for benchmark-by-benchmark results.

Who makes Atria Dawn Preview and LFM2.5-VL-3B?

Atria Dawn Preview is developed by Shanghai AI Laboratory and LFM2.5-VL-3B is developed by Liquid AI.

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