Pe Av Large

Name: Pe Av Large
Brand: Meta

Dec 2025

Pe Av Large

Compare in

self-host onlyprice

11.5MVEB text video v1

Dec 2025released

1,024Dimensions

1K tokensMax input

Ranking?

Full ranking →

1Qwen 3 VL Embedding 2B88.3 2Fusion Embedding 1 2B Preview88 2Fusion Embedding 2 2B Preview88 4LCO Embedding Omni 3B87.7 5Qwen 3 VL Embedding 8B86.7

···

15VLM2Vec v2.081.3 16Pe Av Large79.2 17Ebind Audio Vision78.2

Alternatives?

ModelScoreCostPriceWhat changes

BetterJina Embeddings v5 Omni SmallunstatedOpen+8%—$0.05

OpenQwen 3 VL Embedding 2B+11%——

BetterQwen 3 VL Embedding 8BOpen+9%—$0.09Memory (4-bit): 1.3 GB → 4.9 GB EBetterFusion Embedding 1 2B PreviewOpen+11%——Memory (4-bit): 1.3 GB → 1.7 GB EBetterFusion Embedding 2 2B PreviewOpen+11%——Memory (4-bit): 1.3 GB → 1.7 GB

Run it yourself

estimate

Fits on✓ 8 GB (phone, laptop) · full quality✓ 16 GB · full quality✓ 24 GB GPU · full quality✓ 48 GB GPU · full quality✓ 80 GB GPU · full quality

LicenceApache-2.0free for commercial use

Benchmarks

in Embeddings & Retrieval

MVEB v1 · Mean over tasks · multilingual (16 languages)54.3#6

MVEB v1 · Mean over task types · multilingual (16 languages)46.8#9

MVEB v1 · Any-to-any Retrieval · English62#3

MVEB v1 · Video Zero-shot Classification · English37.9#12

MVEB v1 · Video Pair Classification · English75.2#12

MVEB v1 · Video Classification · multilingual (16 languages)54.8#6

MVEB v1 · Video Clustering · English21.7#5

MVEB v1 · Video Centric QA · English29.2#20

MVEB text video v1 · Mean over tasks · multilingual (16 languages)52.4#10

MVEB text video v1 · Mean over task types · multilingual (16 languages)46.1#8

MVEB text video v1 · Video Zero-shot Classification · English53.6#11

MVEB text video v1 · Any-to-any Retrieval · English60.3#9

MVEB text video v1 · Video Clustering · English11.5#9

MVEB text video v1 · Video Classification · multilingual (16 languages)45.3#15

MVEB text video v1 · Video Centric QA · English26.3#11

MVEB text video v1 · Video Pair Classification · English79.2#16

MVEB video v1 · Mean over tasks · multilingual (16 languages)55.2#16

MVEB video v1 · Mean over task types · multilingual (16 languages)59.2#17

MVEB video v1 · Video Classification · multilingual (16 languages)47.2#16

MVEB video v1 · Video Pair Classification · English71.2#15

FAQ

How much does Pe Av Large cost?›

There is no per-unit API price: self-host only.

Is Pe Av Large free to use?›

There is no free API. The weights are open, so you can run it yourself.

How good is Pe Av Large, and what is it best at?›

#9 of 27 in Multimodal.

Is Pe Av Large better than VLM2Vec v2.0?›

On MVEB text video v1 · Video Pair Classification · English, Pe Av Large scores 79.2 vs 81.3 — lower.

When was Pe Av Large released? Is there a newer version?›

Released 2025-12-22. It is the current version in its line.

Is Pe Av Large open source?›

Yes, the weights are open (Apache-2.0 licence).

Can I run Pe Av Large locally?›

The weights are open and can be self-hosted; hardware needs are not confirmed yet.

What is Pe Av Large?›

Pe Av Large is an open-weights embeddings & retrieval model from Meta, released Dec 2025.

What are the best alternatives to Pe Av Large?›

Jina Embeddings v5 Omni Small (better), Qwen 3 VL Embedding 2B (open weights).