Title: multilingual-e5-large | LLM EU
Canonical: https://llmeu.com/el/models/multilingual-e5-large/
Markdown mirror: https://llmeu.com/el/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](/el/providers/microsoft/)

%CE%A4%CE%B5%CE%BB%CE%B5%CF%85%CF%84%CE%B1%CE%AF%CE%B1 %CE%B1%CE%BD%CE%B1%CE%B8%CE%B5%CF%8E%CF%81%CE%B7%CF%83%CE%B7: 14 %CE%9F%CE%BA%CF%84 2026

## %CE%9A%CF%85%CF%81%CE%B9%CE%B1%CF%81%CF%87%CE%AF%CE%B1 %CE%BA%CE%B1%CE%B9 %CF%86%CE%B9%CE%BB%CE%BF%CE%BE%CE%B5%CE%BD%CE%AF%CE%B1

%CE%91%CF%85%CF%84%CF%8C %CF%84%CE%BF %CE%BC%CE%BF%CE%BD%CF%84%CE%AD%CE%BB%CE%BF %CE%B5%CE%AF%CE%BD%CE%B1%CE%B9 %CE%BA%CE%B1%CF%84%CE%B1%CE%B3%CE%B5%CE%B3%CF%81%CE%B1%CE%BC%CE%BC%CE%AD%CE%BD%CE%BF %CE%B3%CE%B9%CE%B1 %CE%B1%CE%BD%CE%B1%CF%86%CE%BF%CF%81%CE%AC. %CE%94%CE%B5%CE%BD %CF%86%CE%B9%CE%BB%CE%BF%CE%BE%CE%B5%CE%BD%CE%B5%CE%AF%CF%84%CE%B1%CE%B9 %CE%B1%CE%BA%CF%8C%CE%BC%CE%B7 %CF%83%CF%84%CE%BF LLM EU, %CE%BA%CE%B1%CE%B9 %CE%BA%CE%B1%CE%BD%CE%AD%CE%BD%CE%B1 endpoint %CF%80%CF%81%CF%8E%CF%84%CE%BF%CF%85 %CE%BC%CE%AD%CF%81%CE%BF%CF%85%CF%82 %CE%B4%CE%B5%CE%BD %CF%84%CE%BF %CE%B5%CE%BE%CF%85%CF%80%CE%B7%CF%81%CE%B5%CF%84%CE%B5%CE%AF %CE%B5%CE%B4%CF%8E. %CE%A4%CE%B1 %CE%B1%CE%B9%CF%84%CE%AE%CE%BC%CE%B1%CF%84%CE%B1 %CF%80%CF%81%CE%BF%CF%82 %CE%B1%CF%85%CF%84%CF%8C %CF%80%CE%B7%CE%B3%CE%B1%CE%AF%CE%BD%CE%BF%CF%85%CE%BD %CE%B1%CF%80%CE%B5%CF%85%CE%B8%CE%B5%CE%AF%CE%B1%CF%82 %CF%83%CF%84%CE%BF%CE%BD %CF%80%CE%AC%CF%81%CE%BF%CF%87%CE%BF, %CF%85%CF%80%CF%8C %CF%84%CE%BF%CF%85%CF%82 %CE%B4%CE%B9%CE%BA%CE%BF%CF%8D%CF%82 %CF%84%CE%BF%CF%85 %CF%8C%CF%81%CE%BF%CF%85%CF%82.

## %CE%A3%CF%8D%CE%BD%CE%BF%CF%88%CE%B7

%CE%A4%CE%BF multilingual-e5-large %CE%B5%CE%AF%CE%BD%CE%B1%CE%B9 %CE%AD%CE%BD%CE%B1 %CE%BC%CE%BF%CE%BD%CF%84%CE%AD%CE%BB%CE%BF %CE%B5%CE%BD%CF%83%CF%89%CE%BC%CE%AC%CF%84%CF%89%CF%83%CE%B7%CF%82 %CE%BA%CE%B5%CE%B9%CE%BC%CE%AD%CE%BD%CE%BF%CF%85 %CE%B2%CE%B1%CF%83%CE%B9%CF%83%CE%BC%CE%AD%CE%BD%CE%BF %CF%83%CE%B5 XLM-RoBERTa %CE%BC%CE%B5 560M %CF%80%CE%B1%CF%81%CE%B1%CE%BC%CE%AD%CF%84%CF%81%CE%BF%CF%85%CF%82, %CE%B4%CE%B7%CE%BC%CE%BF%CF%83%CE%B9%CE%B5%CF%85%CE%BC%CE%AD%CE%BD%CE%BF %CF%85%CF%80%CF%8C %CF%84%CE%B7%CE%BD %CE%AC%CE%B4%CE%B5%CE%B9%CE%B1 MIT %CE%BA%CE%B1%CE%B9 %CE%BA%CE%B1%CE%BB%CF%8D%CF%80%CF%84%CE%B5%CE%B9 %CF%80%CE%B5%CF%81%CE%AF%CF%80%CE%BF%CF%85 100 %CE%B3%CE%BB%CF%8E%CF%83%CF%83%CE%B5%CF%82. %CE%97 %CE%BA%CE%AC%CF%81%CF%84%CE%B1 %CE%BC%CE%BF%CE%BD%CF%84%CE%AD%CE%BB%CE%BF%CF%85 %CF%87%CF%81%CE%B7%CF%83%CE%B9%CE%BC%CE%BF%CF%80%CE%BF%CE%B9%CE%B5%CE%AF %CE%BC%CE%AD%CE%B3%CE%B9%CF%83%CF%84%CE%BF %CE%BC%CE%AE%CE%BA%CE%BF%CF%82 %CE%B1%CE%BA%CE%BF%CE%BB%CE%BF%CF%85%CE%B8%CE%AF%CE%B1%CF%82 512 tokens, %CF%84%CE%BF %CE%BF%CF%80%CE%BF%CE%AF%CE%BF %CE%B5%CE%AF%CE%BD%CE%B1%CE%B9 %CF%84%CE%BF %CE%B1%CF%80%CE%BF%CF%84%CE%B5%CE%BB%CE%B5%CF%83%CE%BC%CE%B1%CF%84%CE%B9%CE%BA%CF%8C %CF%8C%CF%81%CE%B9%CE%BF %CF%84%CF%8C%CF%83%CE%BF %CE%B3%CE%B9%CE%B1 %CF%84%CE%B7%CE%BD %CE%B5%CF%85%CF%81%CE%B5%CF%84%CE%B7%CF%81%CE%AF%CE%B1%CF%83%CE%B7 %CF%8C%CF%83%CE%BF %CE%BA%CE%B1%CE%B9 %CE%B3%CE%B9%CE%B1 %CF%84%CE%B7%CE%BD %CE%B1%CE%BD%CE%B1%CE%B6%CE%AE%CF%84%CE%B7%CF%83%CE%B7. %CE%94%CE%B5%CE%BD %CE%AD%CF%87%CE%B5%CE%B9 %CF%80%CF%81%CF%8C%CE%B8%CE%B5%CE%BC%CE%B1 %CE%BF%CE%B4%CE%B7%CE%B3%CE%B9%CF%8E%CE%BD %CE%B3%CE%B9%CE%B1 %CE%B5%CF%81%CF%89%CF%84%CE%AE%CE%BC%CE%B1%CF%84%CE%B1, %CE%BF%CF%80%CF%8C%CF%84%CE%B5 %CF%84%CE%B1 %CE%AD%CE%B3%CE%B3%CF%81%CE%B1%CF%86%CE%B1 %CE%BA%CE%B1%CE%B9 %CF%84%CE%B1 %CE%B5%CF%81%CF%89%CF%84%CE%AE%CE%BC%CE%B1%CF%84%CE%B1 %CF%80%CF%81%CE%AD%CF%80%CE%B5%CE%B9 %CE%BD%CE%B1 %CE%B5%CE%BD%CF%83%CF%89%CE%BC%CE%B1%CF%84%CF%89%CE%B8%CE%BF%CF%8D%CE%BD %CE%BC%CE%B5 %CF%84%CE%BF%CE%BD %CE%AF%CE%B4%CE%B9%CE%BF %CF%84%CF%81%CF%8C%CF%80%CE%BF.

## %CE%A0%CF%81%CE%BF%CE%B4%CE%B9%CE%B1%CE%B3%CF%81%CE%B1%CF%86%CE%AD%CF%82

- %CE%A0%CE%AC%CF%81%CE%BF%CF%87%CE%BF%CF%82
  Microsoft (US)
- %CE%A0%CE%B1%CF%81%CE%AC%CE%B8%CF%85%CF%81%CE%BF %CF%80%CE%B5%CF%81%CE%B9%CE%B2%CE%AC%CE%BB%CE%BB%CE%BF%CE%BD%CF%84%CE%BF%CF%82
  512
- %CE%A0%CE%B1%CF%81%CE%AC%CE%BC%CE%B5%CF%84%CF%81%CE%BF%CE%B9
  0.56B
- %CE%A4%CF%81%CE%BF%CF%80%CE%B9%CE%BA%CF%8C%CF%84%CE%B7%CF%84%CE%B5%CF%82
  embedding
- %CE%86%CE%B4%CE%B5%CE%B9%CE%B1
  mit %C2%B7 [licence](https://opensource.org/license/mit)
- %CE%91%CE%BD%CE%BF%CE%B9%CF%87%CF%84%CE%AC %CE%B2%CE%AC%CF%81%CE%B7
  yes
- %CE%97%CE%BC%CE%B5%CF%81%CE%BF%CE%BC%CE%B7%CE%BD%CE%AF%CE%B1 %CE%BA%CF%85%CE%BA%CE%BB%CE%BF%CF%86%CE%BF%CF%81%CE%AF%CE%B1%CF%82
  30 %CE%99%CE%BF%CF%85%CE%BD 2023
- %CE%95%CF%81%CE%B3%CE%B1%CF%83%CE%AF%CE%B5%CF%82
  [%CE%91%CE%BD%CE%AC%CE%BA%CF%84%CE%B7%CF%83%CE%B7 (RAG)](/el/tasks/rag/), [%CE%A0%CE%BF%CE%BB%CF%8D%CE%B3%CE%BB%CF%89%CF%83%CF%83%CE%B7 %CF%85%CF%80%CE%BF%CF%83%CF%84%CE%AE%CF%81%CE%B9%CE%BE%CE%B7](/el/tasks/multilingual-support/), [%CE%95%CF%85%CE%B1%CE%AF%CF%83%CE%B8%CE%B7%CF%84%CE%B1 %CE%B4%CE%B5%CE%B4%CE%BF%CE%BC%CE%AD%CE%BD%CE%B1](/el/tasks/private/), [%CE%A7%CE%B1%CE%BC%CE%B7%CE%BB%CF%8C %CE%BA%CF%8C%CF%83%CF%84%CE%BF%CF%82](/el/tasks/cheap/)

## %CE%93%CE%BB%CF%8E%CF%83%CF%83%CE%B5%CF%82

**%CE%99%CF%83%CF%87%CF%85%CF%81%CE%AE:** en, de, fr, es, it, pt, nl, pl

**%CE%95%CF%80%CE%B1%CF%81%CE%BA%CE%AE%CF%82:** sv, da, fi, cs, ro, el, uk, ru, ar, hi, zh, ja, ko, tr

#### %CE%99%CF%83%CF%87%CF%85%CF%81%CE%AE

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

#### %CE%95%CF%80%CE%B1%CF%81%CE%BA%CE%AE%CF%82

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

%CE%9C%CE%B7 %CE%B5%CF%80%CE%B1%CE%BB%CE%B7%CE%B8%CE%B5%CF%85%CE%BC%CE%AD%CE%BD%CE%BF: %CE%BF %CF%80%CE%AC%CF%81%CE%BF%CF%87%CE%BF%CF%82 %CE%B4%CE%B5%CE%BD %CE%AD%CF%87%CE%B5%CE%B9 %CF%84%CE%B5%CE%BA%CE%BC%CE%B7%CF%81%CE%B9%CF%8E%CF%83%CE%B5%CE%B9 %CE%B1%CF%85%CF%84%CF%8C%CE%BD %CF%84%CE%BF%CE%BD %CE%B9%CF%83%CF%87%CF%85%CF%81%CE%B9%CF%83%CE%BC%CF%8C. %E2%80%94 a language is listed as strong only where a source claims it; the card links the evidence where one exists.

## %CE%A0%CF%8C%CF%84%CE%B5 %CE%BD%CE%B1 %CF%84%CE%BF %CF%87%CF%81%CE%B7%CF%83%CE%B9%CE%BC%CE%BF%CF%80%CE%BF%CE%B9%CE%AE%CF%83%CE%B5%CF%84%CE%B5

#### %CE%A0%CE%BB%CE%B5%CE%BF%CE%BD%CE%B5%CE%BA%CF%84%CE%AE%CE%BC%CE%B1%CF%84%CE%B1

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

#### %CE%A0%CE%B5%CF%81%CE%B9%CE%BF%CF%81%CE%B9%CF%83%CE%BC%CE%BF%CE%AF

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

## %CE%A3%CF%85%CF%87%CE%BD%CE%AD%CF%82 %CE%B5%CF%81%CF%89%CF%84%CE%AE%CF%83%CE%B5%CE%B9%CF%82

### 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).

### %CE%A4%CE%B9%CE%BC%CE%BF%CE%BB%CF%8C%CE%B3%CE%B7%CF%83%CE%B7

%CE%91%CF%85%CF%84%CF%8C %CF%84%CE%BF %CE%BC%CE%BF%CE%BD%CF%84%CE%AD%CE%BB%CE%BF %CE%B5%CE%AF%CE%BD%CE%B1%CE%B9 %CE%BA%CE%B1%CF%84%CE%B1%CE%B3%CE%B5%CE%B3%CF%81%CE%B1%CE%BC%CE%BC%CE%AD%CE%BD%CE%BF %CE%B3%CE%B9%CE%B1 %CE%B1%CE%BD%CE%B1%CF%86%CE%BF%CF%81%CE%AC. %CE%94%CE%B5%CE%BD %CF%86%CE%B9%CE%BB%CE%BF%CE%BE%CE%B5%CE%BD%CE%B5%CE%AF%CF%84%CE%B1%CE%B9 %CE%B1%CE%BA%CF%8C%CE%BC%CE%B7 %CF%83%CF%84%CE%BF LLM EU, %CE%BA%CE%B1%CE%B9 %CE%BA%CE%B1%CE%BD%CE%AD%CE%BD%CE%B1 endpoint %CF%80%CF%81%CF%8E%CF%84%CE%BF%CF%85 %CE%BC%CE%AD%CF%81%CE%BF%CF%85%CF%82 %CE%B4%CE%B5%CE%BD %CF%84%CE%BF %CE%B5%CE%BE%CF%85%CF%80%CE%B7%CF%81%CE%B5%CF%84%CE%B5%CE%AF %CE%B5%CE%B4%CF%8E. %CE%A4%CE%B1 %CE%B1%CE%B9%CF%84%CE%AE%CE%BC%CE%B1%CF%84%CE%B1 %CF%80%CF%81%CE%BF%CF%82 %CE%B1%CF%85%CF%84%CF%8C %CF%80%CE%B7%CE%B3%CE%B1%CE%AF%CE%BD%CE%BF%CF%85%CE%BD %CE%B1%CF%80%CE%B5%CF%85%CE%B8%CE%B5%CE%AF%CE%B1%CF%82 %CF%83%CF%84%CE%BF%CE%BD %CF%80%CE%AC%CF%81%CE%BF%CF%87%CE%BF, %CF%85%CF%80%CF%8C %CF%84%CE%BF%CF%85%CF%82 %CE%B4%CE%B9%CE%BA%CE%BF%CF%8D%CF%82 %CF%84%CE%BF%CF%85 %CF%8C%CF%81%CE%BF%CF%85%CF%82.

### %CE%9A%CE%B1%CF%84%CE%AC%CF%83%CF%84%CE%B1%CF%83%CE%B7 %CE%B5%CF%80%CE%B1%CE%BB%CE%AE%CE%B8%CE%B5%CF%85%CF%83%CE%B7%CF%82

%CE%8C%CF%84%CE%B1%CE%BD %CE%AD%CE%BD%CE%B1 %CF%80%CE%B5%CE%B4%CE%AF%CE%BF %CE%B4%CE%B5%CE%BD %CE%AD%CF%87%CE%B5%CE%B9 %CF%80%CE%B7%CE%B3%CE%AE, %CE%B7 %CE%BA%CE%AC%CF%81%CF%84%CE%B1 %CF%84%CE%BF %CE%B5%CE%BC%CF%86%CE%B1%CE%BD%CE%AF%CE%B6%CE%B5%CE%B9 %CF%89%CF%82 %CE%BC%CE%B7 %CE%B5%CF%80%CE%B1%CE%BB%CE%B7%CE%B8%CE%B5%CF%85%CE%BC%CE%AD%CE%BD%CE%BF %CE%B1%CE%BD%CF%84%CE%AF %CE%BD%CE%B1 %CF%84%CE%BF %CF%83%CF%85%CE%BC%CF%80%CE%BB%CE%B7%CF%81%CF%8E%CF%83%CE%B5%CE%B9. %CE%88%CE%BD%CE%B1 %CE%BA%CE%B5%CE%BD%CF%8C %CF%80%CE%B5%CE%B4%CE%AF%CE%BF %CE%B5%CE%AF%CE%BD%CE%B1%CE%B9 %CF%80%CE%BB%CE%B7%CF%81%CE%BF%CF%86%CE%BF%CF%81%CE%AF%CE%B1.

%CE%A4%CE%BF LLM EU Verified %CF%83%CE%B7%CE%BC%CE%B1%CE%AF%CE%BD%CE%B5%CE%B9 %CF%84%CE%B5%CE%BA%CE%BC%CE%B7%CF%81%CE%B9%CF%89%CE%BC%CE%AD%CE%BD%CE%BF, %CF%8C%CF%87%CE%B9 %CE%BD%CE%BF%CE%BC%CE%B9%CE%BA%CE%AC %CF%80%CE%B9%CF%83%CF%84%CE%BF%CF%80%CE%BF%CE%B9%CE%B7%CE%BC%CE%AD%CE%BD%CE%BF. %CE%94%CE%B5%CE%BD %CE%B1%CF%80%CE%BF%CF%84%CE%B5%CE%BB%CE%B5%CE%AF %CE%B1%CE%BE%CE%B9%CE%BF%CE%BB%CF%8C%CE%B3%CE%B7%CF%83%CE%B7 %CF%83%CF%85%CE%BC%CE%BC%CF%8C%CF%81%CF%86%CF%89%CF%83%CE%B7%CF%82 %CE%BC%CE%B5 %CF%84%CE%BF%CE%BD %CE%BD%CF%8C%CE%BC%CE%BF %CE%B3%CE%B9%CE%B1 %CF%84%CE%B7%CE%BD %CE%A4%CE%9D %CE%BA%CE%B1%CE%B9 %CF%84%CE%BF LLM EU %CE%B4%CE%B5%CE%BD %CE%B5%CE%AF%CE%BD%CE%B1%CE%B9 %CF%8C%CF%81%CE%B3%CE%B1%CE%BD%CE%BF %CF%84%CE%B7%CF%82 %CE%95%CE%95.

### %CE%95%CE%BA%CE%B4%CF%8C%CF%83%CE%B5%CE%B9%CF%82 %CE%BA%CE%B1%CE%B9 %CF%80%CE%B1%CF%81%CE%B1%CE%BB%CE%BB%CE%B1%CE%B3%CE%AD%CF%82

- catalogue %C2%B7 %CE%9C%CF%8C%CE%BD%CE%BF %CF%83%CF%84%CE%BF%CE%BD %CE%BA%CE%B1%CF%84%CE%AC%CE%BB%CE%BF%CE%B3%CE%BF %C2%B7 [weights](https://huggingface.co/intfloat/multilingual-e5-large)

### %CE%A0%CE%B1%CF%81%CE%AC%CE%B4%CE%B5%CE%B9%CE%B3%CE%BC%CE%B1 %CE%B1%CE%B9%CF%84%CE%AE%CE%BC%CE%B1%CF%84%CE%BF%CF%82

```
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"}]}'
```

%CE%94%CE%B5%CE%BD %CE%AD%CF%87%CE%B5%CE%B9 %CE%B1%CE%BD%CE%B1%CF%80%CF%84%CF%85%CF%87%CE%B8%CE%B5%CE%AF playground %CE%B3%CE%B9%CE%B1 %CE%B1%CF%85%CF%84%CF%8C %CF%84%CE%BF %CE%BC%CE%BF%CE%BD%CF%84%CE%AD%CE%BB%CE%BF: %CE%BA%CE%B1%CE%BD%CE%AD%CE%BD%CE%B1 endpoint %CE%B4%CE%B5%CE%BD %CF%84%CE%BF %CE%B5%CE%BE%CF%85%CF%80%CE%B7%CF%81%CE%B5%CF%84%CE%B5%CE%AF, %CE%BF%CF%80%CF%8C%CF%84%CE%B5 %CE%AD%CE%BD%CE%B1 %CE%B1%CE%AF%CF%84%CE%B7%CE%BC%CE%B1 %CE%B4%CE%B5%CE%BD %CE%B8%CE%B1 %CE%B5%CE%AF%CF%87%CE%B5 %CF%80%CE%BF%CF%8D %CE%BD%CE%B1 %CF%80%CE%AC%CE%B5%CE%B9.

### %CE%A3%CF%85%CE%B3%CE%BA%CF%81%CE%B9%CF%84%CE%B9%CE%BA%CE%AD%CF%82 %CE%B4%CE%BF%CE%BA%CE%B9%CE%BC%CE%AD%CF%82

%CE%94%CE%B5%CE%BD %CF%85%CF%80%CE%AC%CF%81%CF%87%CE%B5%CE%B9 %CE%B4%CE%B7%CE%BC%CE%BF%CF%83%CE%B9%CE%B5%CF%85%CE%BC%CE%AD%CE%BD%CE%B7 %CE%B1%CE%BE%CE%B9%CE%BF%CE%BB%CF%8C%CE%B3%CE%B7%CF%83%CE%B7. %CE%91%CF%85%CF%84%CF%8C %CE%B5%CE%AF%CE%BD%CE%B1%CE%B9 %CE%AD%CE%BD%CE%B1 %CE%BA%CE%B5%CE%BD%CF%8C, %CF%8C%CF%87%CE%B9 %CE%AD%CE%BD%CE%B1 %CE%BA%CF%81%CF%85%CE%BC%CE%BC%CE%AD%CE%BD%CE%BF %CE%B1%CF%80%CE%BF%CF%84%CE%AD%CE%BB%CE%B5%CF%83%CE%BC%CE%B1.

### %CE%A0%CE%B7%CE%B3%CE%AD%CF%82

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

### %CE%91%CF%81%CF%87%CE%B5%CE%AF%CE%BF %CE%B1%CE%BB%CE%BB%CE%B1%CE%B3%CF%8E%CE%BD %CE%BA%CE%AC%CF%81%CF%84%CE%B1%CF%82

- 30 %CE%99%CE%BF%CF%85%CE%BD 2023 %E2%80%94 %CE%97%CE%BC%CE%B5%CF%81%CE%BF%CE%BC%CE%B7%CE%BD%CE%AF%CE%B1 %CE%BA%CF%85%CE%BA%CE%BB%CE%BF%CF%86%CE%BF%CF%81%CE%AF%CE%B1%CF%82
- 14 %CE%9F%CE%BA%CF%84 2026 %E2%80%94 %CE%A4%CE%B5%CE%BB%CE%B5%CF%85%CF%84%CE%B1%CE%AF%CE%B1 %CE%B1%CE%BD%CE%B1%CE%B8%CE%B5%CF%8E%CF%81%CE%B7%CF%83%CE%B7

%CE%A4%CE%B5%CE%BB%CE%B5%CF%85%CF%84%CE%B1%CE%AF%CE%B1 %CE%B1%CE%BD%CE%B1%CE%B8%CE%B5%CF%8E%CF%81%CE%B7%CF%83%CE%B7: 14 %CE%9F%CE%BA%CF%84 2026

### %CE%95%CF%81%CE%B3%CE%B1%CF%83%CE%AF%CE%B5%CF%82

- [%CE%91%CE%BD%CE%AC%CE%BA%CF%84%CE%B7%CF%83%CE%B7 (RAG)](/el/tasks/rag/)
- [%CE%95%CF%85%CE%B1%CE%AF%CF%83%CE%B8%CE%B7%CF%84%CE%B1 %CE%B4%CE%B5%CE%B4%CE%BF%CE%BC%CE%AD%CE%BD%CE%B1](/el/tasks/private/)