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.gitattributes

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+Seznam__dist-mpnet-paracrawl-cs-en.f16.gguf filter=lfs diff=lfs merge=lfs -text
+Seznam__dist-mpnet-paracrawl-cs-en.q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+Seznam__retromae-small-cs.f16.gguf filter=lfs diff=lfs merge=lfs -text
+Seznam__retromae-small-cs.q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+Seznam__simcse-dist-mpnet-paracrawl-cs-en.f16.gguf filter=lfs diff=lfs merge=lfs -text
+Seznam__simcse-dist-mpnet-paracrawl-cs-en.q8_0.gguf filter=lfs diff=lfs merge=lfs -text
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README.md

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----
-license: cc-by-4.0
----
+---
+license: cc-by-4.0
+pipeline_tag: sentence-similarity
+---
+
+# Czech Semantic Embeddings (GGUF)
+
+GGUF conversions of Czech semantic embedding models from Seznam, prepared for llama.cpp embedding inference.
+
+## Included Models
+
+- `Seznam__retromae-small-cs.f16.gguf`
+- `Seznam__retromae-small-cs.q8_0.gguf`
+- `Seznam__dist-mpnet-paracrawl-cs-en.f16.gguf`
+- `Seznam__dist-mpnet-paracrawl-cs-en.q8_0.gguf`
+- `Seznam__simcse-retromae-small-cs.f16.gguf`
+- `Seznam__simcse-retromae-small-cs.q8_0.gguf`
+- `Seznam__simcse-dist-mpnet-paracrawl-cs-en.f16.gguf`
+- `Seznam__simcse-dist-mpnet-paracrawl-cs-en.q8_0.gguf`
+
+## Upstream Sources
+
+- https://github.com/seznam/czech-semantic-embedding-models
+- https://huggingface.co/Seznam/retromae-small-cs
+- https://huggingface.co/Seznam/dist-mpnet-paracrawl-cs-en
+- https://huggingface.co/Seznam/simcse-retromae-small-cs
+- https://huggingface.co/Seznam/simcse-dist-mpnet-paracrawl-cs-en
+
+## Citation
+
+If you use these models, please cite the original Seznam paper:
+
+- Bednar et al., 2024, *Some Like It Small: Czech Semantic Embedding Models for Industry Applications*
+- https://arxiv.org/abs/2311.13921
+
+```bibtex
+@inproceedings{bednavr2024some,
+  title={Some Like It Small: Czech Semantic Embedding Models for Industry Applications},
+  author={Bedn{\'a}{\v{r}}, Ji{\v{r}}{\'\i} and N{\'a}plava, Jakub and Baran{\v{c}}{\'\i}kov{\'a}, Petra and Lisick{\`y}, Ond{\v{r}}ej},
+  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
+  volume={38},
+  number={21},
+  pages={22734--22742},
+  year={2024}
+}
+```
+
+## Usage (llama.cpp)
+
+Run embedding server:
+
+```bash
+llama-server -m Seznam__retromae-small-cs.q8_0.gguf --embedding --pooling cls
+```
+
+OpenAI-compatible embeddings endpoint:
+
+```bash
+curl http://127.0.0.1:8080/v1/embeddings \
+  -H "Content-Type: application/json" \
+  -d '{"input":["Ahoj svete","Semantic search test"]}'
+```
+
+## File Integrity
+
+SHA256 checksums are in `checksums.txt`.
+
+## License
+
+This repo contains converted checkpoints from upstream models. Respect original model licenses and terms:
+
+- `retromae-small-cs`: CC-BY-4.0
+- `dist-mpnet-paracrawl-cs-en`: CC-BY-4.0
+- `simcse-retromae-small-cs`: CC-BY-4.0
+- `simcse-dist-mpnet-paracrawl-cs-en`: CC-BY-4.0
+
+Attribution to Seznam and original model cards is required.

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