Title: multilingual-e5-large | LLM EU
Canonical: https://llmeu.com/bg/models/multilingual-e5-large/
Markdown mirror: https://llmeu.com/bg/models/multilingual-e5-large.md
Machine-readable: https://llmeu.com/llms.txt (index) - https://llmeu.com/llms-full.txt (full catalogue) - https://llmeu.com/llms-catalogue.json
Provider: Microsoft
Licence: mit
Hosting: catalogue only %E2%80%94 not hosted on LLM EU yet
Sources: https://huggingface.co/intfloat/multilingual-e5-large https://arxiv.org/abs/2402.05672

# multilingual-e5-large

[Microsoft](/bg/providers/microsoft/)

%D0%9F%D0%BE%D1%81%D0%BB%D0%B5%D0%B4%D0%BD%D0%B0 %D0%BF%D1%80%D0%BE%D0%B2%D0%B5%D1%80%D0%BA%D0%B0: 14.10.2026 %D0%B3.

## %D0%A1%D1%83%D0%B2%D0%B5%D1%80%D0%B5%D0%BD%D0%B8%D1%82%D0%B5%D1%82 %D0%B8 %D1%85%D0%BE%D1%81%D1%82%D0%B8%D0%BD%D0%B3

%D0%A2%D0%BE%D0%B7%D0%B8 %D0%BC%D0%BE%D0%B4%D0%B5%D0%BB %D0%B5 %D0%B2%D0%BA%D0%BB%D1%8E%D1%87%D0%B5%D0%BD %D0%B2 %D0%BA%D0%B0%D1%82%D0%B0%D0%BB%D0%BE%D0%B3%D0%B0 %D0%B7%D0%B0 %D1%81%D0%BF%D1%80%D0%B0%D0%B2%D0%BA%D0%B0. %D0%A2%D0%BE%D0%B9 %D0%B2%D1%81%D0%B5 %D0%BE%D1%89%D0%B5 %D0%BD%D0%B5 %D1%81%D0%B5 %D1%85%D0%BE%D1%81%D1%82%D0%B2%D0%B0 %D0%B2 LLM EU %D0%B8 %D0%BD%D0%B8%D1%82%D0%BE %D0%B5%D0%B4%D0%B8%D0%BD %D1%81%D0%BE%D0%B1%D1%81%D1%82%D0%B2%D0%B5%D0%BD endpoint %D0%BD%D0%B5 %D0%B3%D0%BE %D0%BE%D0%B1%D1%81%D0%BB%D1%83%D0%B6%D0%B2%D0%B0 %D1%82%D1%83%D0%BA. %D0%97%D0%B0%D1%8F%D0%B2%D0%BA%D0%B8%D1%82%D0%B5 %D0%BA%D1%8A%D0%BC %D0%BD%D0%B5%D0%B3%D0%BE %D0%BE%D1%82%D0%B8%D0%B2%D0%B0%D1%82 %D0%B4%D0%B8%D1%80%D0%B5%D0%BA%D1%82%D0%BD%D0%BE %D0%BF%D1%80%D0%B8 %D0%B4%D0%BE%D1%81%D1%82%D0%B0%D0%B2%D1%87%D0%B8%D0%BA%D0%B0, %D0%BF%D1%80%D0%B8 %D0%BD%D0%B5%D0%B3%D0%BE%D0%B2%D0%B8%D1%82%D0%B5 %D1%81%D0%BE%D0%B1%D1%81%D1%82%D0%B2%D0%B5%D0%BD%D0%B8 %D1%83%D1%81%D0%BB%D0%BE%D0%B2%D0%B8%D1%8F.

## %D0%9E%D0%B1%D0%BE%D0%B1%D1%89%D0%B5%D0%BD%D0%B8%D0%B5

multilingual-e5-large %D0%B5 %D0%BC%D0%BE%D0%B4%D0%B5%D0%BB %D0%B7%D0%B0 %D0%B2%D0%B3%D1%80%D0%B0%D0%B6%D0%B4%D0%B0%D0%BD%D0%B5 %D0%BD%D0%B0 %D1%82%D0%B5%D0%BA%D1%81%D1%82, %D0%B1%D0%B0%D0%B7%D0%B8%D1%80%D0%B0%D0%BD %D0%BD%D0%B0 XLM-RoBERTa, %D1%81 560M %D0%BF%D0%B0%D1%80%D0%B0%D0%BC%D0%B5%D1%82%D1%80%D0%B8, %D0%BF%D1%83%D0%B1%D0%BB%D0%B8%D0%BA%D1%83%D0%B2%D0%B0%D0%BD %D0%BF%D0%BE%D0%B4 MIT %D0%BB%D0%B8%D1%86%D0%B5%D0%BD%D0%B7 %D0%B8 %D0%BF%D0%BE%D0%BA%D1%80%D0%B8%D0%B2%D0%B0%D1%89 %D0%BE%D0%BA%D0%BE%D0%BB%D0%BE 100 %D0%B5%D0%B7%D0%B8%D0%BA%D0%B0. %D0%9A%D0%B0%D1%80%D1%82%D0%B0%D1%82%D0%B0 %D0%BD%D0%B0 %D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B0 %D0%B8%D0%B7%D0%BF%D0%BE%D0%BB%D0%B7%D0%B2%D0%B0 %D0%BC%D0%B0%D0%BA%D1%81%D0%B8%D0%BC%D0%B0%D0%BB%D0%BD%D0%B0 %D0%B4%D1%8A%D0%BB%D0%B6%D0%B8%D0%BD%D0%B0 %D0%BD%D0%B0 %D0%BF%D0%BE%D1%81%D0%BB%D0%B5%D0%B4%D0%BE%D0%B2%D0%B0%D1%82%D0%B5%D0%BB%D0%BD%D0%BE%D1%81%D1%82%D1%82%D0%B0 %D0%BE%D1%82 512 %D1%82%D0%BE%D0%BA%D0%B5%D0%BD%D0%B0, %D0%BA%D0%BE%D0%B5%D1%82%D0%BE %D0%B5 %D0%B5%D1%84%D0%B5%D0%BA%D1%82%D0%B8%D0%B2%D0%BD%D0%B0%D1%82%D0%B0 %D0%B3%D1%80%D0%B0%D0%BD%D0%B8%D1%86%D0%B0 %D0%BA%D0%B0%D0%BA%D1%82%D0%BE %D0%B7%D0%B0 %D0%B8%D0%BD%D0%B4%D0%B5%D0%BA%D1%81%D0%B8%D1%80%D0%B0%D0%BD%D0%B5, %D1%82%D0%B0%D0%BA%D0%B0 %D0%B8 %D0%B7%D0%B0 %D0%B7%D0%B0%D1%8F%D0%B2%D0%BA%D0%B8. %D0%9D%D1%8F%D0%BC%D0%B0 %D0%BF%D1%80%D0%B5%D1%84%D0%B8%D0%BA%D1%81 %D0%B7%D0%B0 %D0%B8%D0%BD%D1%81%D1%82%D1%80%D1%83%D0%BA%D1%86%D0%B8%D0%B8 %D0%B7%D0%B0 %D0%B7%D0%B0%D1%8F%D0%B2%D0%BA%D0%B8, %D1%82%D0%B0%D0%BA%D0%B0 %D1%87%D0%B5 %D0%B4%D0%BE%D0%BA%D1%83%D0%BC%D0%B5%D0%BD%D1%82%D0%B8%D1%82%D0%B5 %D0%B8 %D0%B7%D0%B0%D1%8F%D0%B2%D0%BA%D0%B8%D1%82%D0%B5 %D1%82%D1%80%D1%8F%D0%B1%D0%B2%D0%B0 %D0%B4%D0%B0 %D0%B1%D1%8A%D0%B4%D0%B0%D1%82 %D0%B2%D0%B3%D1%80%D0%B0%D0%B4%D0%B5%D0%BD%D0%B8 %D0%BF%D0%BE %D0%B5%D0%B4%D0%B8%D0%BD %D0%B8 %D1%81%D1%8A%D1%89%D0%B8 %D0%BD%D0%B0%D1%87%D0%B8%D0%BD.

## %D0%A1%D0%BF%D0%B5%D1%86%D0%B8%D1%84%D0%B8%D0%BA%D0%B0%D1%86%D0%B8%D0%B8

- %D0%94%D0%BE%D1%81%D1%82%D0%B0%D0%B2%D1%87%D0%B8%D0%BA
  Microsoft (US)
- %D0%9F%D1%80%D0%BE%D0%B7%D0%BE%D1%80%D0%B5%D1%86 %D0%BD%D0%B0 %D0%BA%D0%BE%D0%BD%D1%82%D0%B5%D0%BA%D1%81%D1%82%D0%B0
  512
- %D0%9F%D0%B0%D1%80%D0%B0%D0%BC%D0%B5%D1%82%D1%80%D0%B8
  0.56B
- %D0%9C%D0%BE%D0%B4%D0%B0%D0%BB%D0%BD%D0%BE%D1%81%D1%82%D0%B8
  embedding
- %D0%9B%D0%B8%D1%86%D0%B5%D0%BD%D0%B7
  mit %C2%B7 [licence](https://opensource.org/license/mit)
- %D0%9E%D1%82%D0%B2%D0%BE%D1%80%D0%B5%D0%BD%D0%B8 %D1%82%D0%B5%D0%B3%D0%BB%D0%B0
  yes
- %D0%94%D0%B0%D1%82%D0%B0 %D0%BD%D0%B0 %D0%B8%D0%B7%D0%B4%D0%B0%D0%B2%D0%B0%D0%BD%D0%B5
  30.06.2023 %D0%B3.
- %D0%97%D0%B0%D0%B4%D0%B0%D1%87%D0%B8
  [%D0%98%D0%B7%D0%B2%D0%BB%D0%B8%D1%87%D0%B0%D0%BD%D0%B5 (RAG)](/bg/tasks/rag/), [%D0%9C%D0%BD%D0%BE%D0%B3%D0%BE%D0%B5%D0%B7%D0%B8%D1%87%D0%BD%D0%B0 %D0%BF%D0%BE%D0%B4%D0%B4%D1%80%D1%8A%D0%B6%D0%BA%D0%B0](/bg/tasks/multilingual-support/), [%D0%A7%D1%83%D0%B2%D1%81%D1%82%D0%B2%D0%B8%D1%82%D0%B5%D0%BB%D0%BD%D0%B8 %D0%B4%D0%B0%D0%BD%D0%BD%D0%B8](/bg/tasks/private/), [%D0%9D%D0%B8%D1%81%D0%BA%D0%B0 %D1%86%D0%B5%D0%BD%D0%B0](/bg/tasks/cheap/)

## %D0%95%D0%B7%D0%B8%D1%86%D0%B8

**%D0%A1%D0%B8%D0%BB%D0%BD%D0%BE:** en, de, fr, es, it, pt, nl, pl

**%D0%94%D0%BE%D1%81%D1%82%D0%B0%D1%82%D1%8A%D1%87%D0%BD%D0%BE:** sv, da, fi, cs, ro, el, uk, ru, ar, hi, zh, ja, ko, tr

#### %D0%A1%D0%B8%D0%BB%D0%BD%D0%BE

- en
- de
- fr
- es
- it
- pt
- nl
- pl

#### %D0%94%D0%BE%D1%81%D1%82%D0%B0%D1%82%D1%8A%D1%87%D0%BD%D0%BE

- sv
- da
- fi
- cs
- ro
- el
- uk
- ru
- ar
- hi
- zh
- ja
- ko
- tr

%D0%9D%D0%B5%D0%BF%D1%80%D0%BE%D0%B2%D0%B5%D1%80%D0%B5%D0%BD%D0%BE: %D0%B4%D0%BE%D1%81%D1%82%D0%B0%D0%B2%D1%87%D0%B8%D0%BA%D1%8A%D1%82 %D0%BD%D0%B5 %D0%B5 %D0%B4%D0%BE%D0%BA%D1%83%D0%BC%D0%B5%D0%BD%D1%82%D0%B8%D1%80%D0%B0%D0%BB %D1%82%D0%BE%D0%B2%D0%B0 %D1%82%D0%B2%D1%8A%D1%80%D0%B4%D0%B5%D0%BD%D0%B8%D0%B5. %E2%80%94 a language is listed as strong only where a source claims it; the card links the evidence where one exists.

## %D0%9A%D0%BE%D0%B3%D0%B0 %D0%B4%D0%B0 %D1%81%D0%B5 %D0%B8%D0%B7%D0%BF%D0%BE%D0%BB%D0%B7%D0%B2%D0%B0

#### %D0%A1%D0%B8%D0%BB%D0%BD%D0%B8 %D1%81%D1%82%D1%80%D0%B0%D0%BD%D0%B8

- MIT licence and roughly 100 languages declared
- runs on CPU for small indexes
- long-established baseline with community tooling

#### %D0%9E%D0%B3%D1%80%D0%B0%D0%BD%D0%B8%D1%87%D0%B5%D0%BD%D0%B8%D1%8F

- 512-token input limit
- no instruction-aware query encoding
- no retrieval benchmark has been run by LLM EU

## %D0%A7%D0%B5%D1%81%D1%82%D0%BE %D0%B7%D0%B0%D0%B4%D0%B0%D0%B2%D0%B0%D0%BD%D0%B8 %D0%B2%D1%8A%D0%BF%D1%80%D0%BE%D1%81%D0%B8

### Is multilingual-e5-large served on LLM EU?

It has no endpoint in the catalogue, so it is catalogue only %E2%80%94 not hosted on LLM EU yet, with no region and no retention to report. A card whose status is "listed" is a catalogue entry, not a running deployment.

### Under what licence is multilingual-e5-large released?

multilingual-e5-large is recorded under mit. The recorded licence text is https://opensource.org/license/mit. The weights are downloadable (open_weights is true). LLM EU republishes the licence id and the link and gives no legal advice; the licence text governs.

### How large is multilingual-e5-large, and what context window does it have?

multilingual-e5-large is recorded at 560M (safetensors total 559,890,946) (source: https://huggingface.co/api/models/intfloat/multilingual-e5-large), with a context window of 512 tokens (source: https://huggingface.co/intfloat/multilingual-e5-large).

### %D0%A6%D0%B5%D0%BD%D0%BE%D0%BE%D0%B1%D1%80%D0%B0%D0%B7%D1%83%D0%B2%D0%B0%D0%BD%D0%B5

%D0%A2%D0%BE%D0%B7%D0%B8 %D0%BC%D0%BE%D0%B4%D0%B5%D0%BB %D0%B5 %D0%B2%D0%BA%D0%BB%D1%8E%D1%87%D0%B5%D0%BD %D0%B2 %D0%BA%D0%B0%D1%82%D0%B0%D0%BB%D0%BE%D0%B3%D0%B0 %D0%B7%D0%B0 %D1%81%D0%BF%D1%80%D0%B0%D0%B2%D0%BA%D0%B0. %D0%A2%D0%BE%D0%B9 %D0%B2%D1%81%D0%B5 %D0%BE%D1%89%D0%B5 %D0%BD%D0%B5 %D1%81%D0%B5 %D1%85%D0%BE%D1%81%D1%82%D0%B2%D0%B0 %D0%B2 LLM EU %D0%B8 %D0%BD%D0%B8%D1%82%D0%BE %D0%B5%D0%B4%D0%B8%D0%BD %D1%81%D0%BE%D0%B1%D1%81%D1%82%D0%B2%D0%B5%D0%BD endpoint %D0%BD%D0%B5 %D0%B3%D0%BE %D0%BE%D0%B1%D1%81%D0%BB%D1%83%D0%B6%D0%B2%D0%B0 %D1%82%D1%83%D0%BA. %D0%97%D0%B0%D1%8F%D0%B2%D0%BA%D0%B8%D1%82%D0%B5 %D0%BA%D1%8A%D0%BC %D0%BD%D0%B5%D0%B3%D0%BE %D0%BE%D1%82%D0%B8%D0%B2%D0%B0%D1%82 %D0%B4%D0%B8%D1%80%D0%B5%D0%BA%D1%82%D0%BD%D0%BE %D0%BF%D1%80%D0%B8 %D0%B4%D0%BE%D1%81%D1%82%D0%B0%D0%B2%D1%87%D0%B8%D0%BA%D0%B0, %D0%BF%D1%80%D0%B8 %D0%BD%D0%B5%D0%B3%D0%BE%D0%B2%D0%B8%D1%82%D0%B5 %D1%81%D0%BE%D0%B1%D1%81%D1%82%D0%B2%D0%B5%D0%BD%D0%B8 %D1%83%D1%81%D0%BB%D0%BE%D0%B2%D0%B8%D1%8F.

### %D0%A1%D1%82%D0%B0%D1%82%D1%83%D1%81 %D0%BD%D0%B0 %D0%BF%D1%80%D0%BE%D0%B2%D0%B5%D1%80%D0%BA%D0%B0

%D0%9A%D0%BE%D0%B3%D0%B0%D1%82%D0%BE %D0%B4%D0%B0%D0%B4%D0%B5%D0%BD%D0%BE %D0%BF%D0%BE%D0%BB%D0%B5 %D0%BD%D1%8F%D0%BC%D0%B0 %D0%B8%D0%B7%D1%82%D0%BE%D1%87%D0%BD%D0%B8%D0%BA, %D0%BA%D0%B0%D1%80%D1%82%D0%B0%D1%82%D0%B0 %D0%B3%D0%BE %D0%BF%D0%BE%D0%BA%D0%B0%D0%B7%D0%B2%D0%B0 %D0%BA%D0%B0%D1%82%D0%BE %D0%BD%D0%B5%D0%BF%D1%80%D0%BE%D0%B2%D0%B5%D1%80%D0%B5%D0%BD%D0%BE, %D0%B2%D0%BC%D0%B5%D1%81%D1%82%D0%BE %D0%B4%D0%B0 %D0%B3%D0%BE %D0%BF%D0%BE%D0%BF%D1%8A%D0%BB%D0%B2%D0%B0. %D0%9F%D1%80%D0%B0%D0%B7%D0%BD%D0%BE%D1%82%D0%BE %D0%BF%D0%BE%D0%BB%D0%B5 %D0%B5 %D0%B8%D0%BD%D1%84%D0%BE%D1%80%D0%BC%D0%B0%D1%86%D0%B8%D1%8F.

LLM EU Verified %D0%BE%D0%B7%D0%BD%D0%B0%D1%87%D0%B0%D0%B2%D0%B0 %D0%B4%D0%BE%D0%BA%D1%83%D0%BC%D0%B5%D0%BD%D1%82%D0%B8%D1%80%D0%B0%D0%BD%D0%BE, %D0%B0 %D0%BD%D0%B5 %D0%B7%D0%B0%D0%BA%D0%BE%D0%BD%D0%BE%D0%B2%D0%BE %D1%81%D0%B5%D1%80%D1%82%D0%B8%D1%84%D0%B8%D1%86%D0%B8%D1%80%D0%B0%D0%BD%D0%BE. %D0%A2%D0%BE%D0%B2%D0%B0 %D0%BD%D0%B5 %D0%B5 %D0%BE%D1%86%D0%B5%D0%BD%D0%BA%D0%B0 %D0%B7%D0%B0 %D1%81%D1%8A%D0%BE%D1%82%D0%B2%D0%B5%D1%82%D1%81%D1%82%D0%B2%D0%B8%D0%B5 %D0%BF%D0%BE AI Act %D0%B8 LLM EU %D0%BD%D0%B5 %D0%B5 %D0%BE%D1%80%D0%B3%D0%B0%D0%BD %D0%BD%D0%B0 %D0%95%D0%A1.

### %D0%92%D0%B5%D1%80%D1%81%D0%B8%D0%B8 %D0%B8 %D0%B2%D0%B0%D1%80%D0%B8%D0%B0%D0%BD%D1%82%D0%B8

- catalogue %C2%B7 %D0%A1%D0%B0%D0%BC%D0%BE %D0%B2 %D0%BA%D0%B0%D1%82%D0%B0%D0%BB%D0%BE%D0%B3%D0%B0 %C2%B7 [weights](https://huggingface.co/intfloat/multilingual-e5-large)

### %D0%9F%D1%80%D0%B8%D0%BC%D0%B5%D1%80%D0%BD%D0%B0 %D0%B7%D0%B0%D1%8F%D0%B2%D0%BA%D0%B0

```
curl https://api.llmeu.com/v1/chat/completions \
  -H "Authorization: Bearer $LLMEU_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"multilingual-e5-large","messages":[{"role":"user","content":"Hello"}]}'
```

%D0%9D%D1%8F%D0%BC%D0%B0 %D0%B2%D0%BD%D0%B5%D0%B4%D1%80%D0%B5%D0%BD playground %D0%B7%D0%B0 %D1%82%D0%BE%D0%B7%D0%B8 %D0%BC%D0%BE%D0%B4%D0%B5%D0%BB: %D0%BD%D1%8F%D0%BC%D0%B0 endpoint, %D0%BA%D0%BE%D0%B9%D1%82%D0%BE %D0%B4%D0%B0 %D0%B3%D0%BE %D0%BE%D0%B1%D1%81%D0%BB%D1%83%D0%B6%D0%B2%D0%B0, %D1%82%D0%B0%D0%BA%D0%B0 %D1%87%D0%B5 %D0%B7%D0%B0%D1%8F%D0%B2%D0%BA%D0%B0%D1%82%D0%B0 %D0%BD%D1%8F%D0%BC%D0%B0 %D0%BA%D1%8A%D0%B4%D0%B5 %D0%B4%D0%B0 %D0%BE%D1%82%D0%B8%D0%B4%D0%B5.

### %D0%91%D0%B5%D0%BD%D1%87%D0%BC%D0%B0%D1%80%D0%BA%D0%BE%D0%B2%D0%B5

%D0%9D%D1%8F%D0%BC%D0%B0 %D0%BF%D1%83%D0%B1%D0%BB%D0%B8%D0%BA%D1%83%D0%B2%D0%B0%D0%BD%D0%B0 %D0%BE%D1%86%D0%B5%D0%BD%D0%BA%D0%B0. %D0%A2%D0%BE%D0%B2%D0%B0 %D0%B5 %D0%BF%D1%80%D0%BE%D0%BF%D1%83%D1%81%D0%BA, %D0%B0 %D0%BD%D0%B5 %D1%81%D0%BA%D1%80%D0%B8%D1%82 %D1%80%D0%B5%D0%B7%D1%83%D0%BB%D1%82%D0%B0%D1%82.

### %D0%98%D0%B7%D1%82%D0%BE%D1%87%D0%BD%D0%B8%D1%86%D0%B8

- [huggingface.co](https://huggingface.co/intfloat/multilingual-e5-large)
- [arxiv.org](https://arxiv.org/abs/2402.05672)

### %D0%98%D1%81%D1%82%D0%BE%D1%80%D0%B8%D1%8F %D0%BD%D0%B0 %D0%BF%D1%80%D0%BE%D0%BC%D0%B5%D0%BD%D0%B8%D1%82%D0%B5 %D0%BD%D0%B0 %D0%BA%D0%B0%D1%80%D1%82%D0%B0%D1%82%D0%B0

- 30.06.2023 %D0%B3. %E2%80%94 %D0%94%D0%B0%D1%82%D0%B0 %D0%BD%D0%B0 %D0%B8%D0%B7%D0%B4%D0%B0%D0%B2%D0%B0%D0%BD%D0%B5
- 14.10.2026 %D0%B3. %E2%80%94 %D0%9F%D0%BE%D1%81%D0%BB%D0%B5%D0%B4%D0%BD%D0%B0 %D0%BF%D1%80%D0%BE%D0%B2%D0%B5%D1%80%D0%BA%D0%B0

%D0%9F%D0%BE%D1%81%D0%BB%D0%B5%D0%B4%D0%BD%D0%B0 %D0%BF%D1%80%D0%BE%D0%B2%D0%B5%D1%80%D0%BA%D0%B0: 14.10.2026 %D0%B3.

### %D0%97%D0%B0%D0%B4%D0%B0%D1%87%D0%B8

- [%D0%98%D0%B7%D0%B2%D0%BB%D0%B8%D1%87%D0%B0%D0%BD%D0%B5 (RAG)](/bg/tasks/rag/)
- [%D0%A7%D1%83%D0%B2%D1%81%D1%82%D0%B2%D0%B8%D1%82%D0%B5%D0%BB%D0%BD%D0%B8 %D0%B4%D0%B0%D0%BD%D0%BD%D0%B8](/bg/tasks/private/)