Model reference · open weights
KR-SBERT-V40K-klueNLI-augSTS is an open-weight embedding model from snunlp, listed in the AxForge catalogue. AxForge can bring it up on EU-owned hardware for you on request — with the licence handled where one is required.
About
snunlp/KR-SBERT-V40K-klueNLI-augSTS This is a sentence-transformers model: It maps sentences & paragraphs to a 768 dimensional dense vector space and can be used for tasks like clustering or semantic search. Usage (Sentence-Transformers) Using this model becomes easy when you have sentence-transformers installed: Then you can use the model like this: Usage (HuggingFace Transformers) Without sentence-transformers, you can use the model like this: First, you pass your input through the transformer model, then you have to apply the right pooling-operation on-top of the contextualized word embeddings. Evaluation Results For an automated evaluation of this model, see the Sentence Embeddings Benchmark: https://seb.sbert.net Full Model Architecture Application for document classification Tutorial in Google Colab: https://colab.research.google.com/drive/1S6WSjOx9h6WhrX1Z2UXwx9iuHLlOiM Citation
Summarised from the published model card. Read the full card on the HuggingFace links below.
Specifications
| Maker | snunlp |
|---|---|
| Type | Embedding models |
| Context | 512 tokens |
| Variants | 1 |
| Runs with | sentence-transformers |
| Released | 2022-05-03 |
| Popularity | 467k downloads / month |
| Likes | 84 |
| Licence | Commercial licence needed |
How it works
Variants
Open weights ship in several sizes and precisions. One page, all the variants — pick the one that fits your GPU. VRAM figures are estimates from model size.
| Variant | Params | Precision | VRAM | Fits 16 GB | Weights |
|---|---|---|---|---|---|
| KR-SBERT-V40K-klueNLI-augSTS | — | BF16 | — | — | Weights ↗ |
Using it via the API
Once AxForge deploys kr-sbert-v40k-kluenli-augsts for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (kr-sbert-v40k-kluenli-augsts below is illustrative; you get the exact model name on deployment.)
$ curl -sS https://api.axforge.ai/v1/embeddings \
-H "Authorization: Bearer $AXFORGE_API_KEY" \
-H "Content-Type: application/json" \
-d '{"model":"kr-sbert-v40k-kluenli-augsts","input":"text to embed"}'
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Licence
The weights are open but its licence needs a commercial agreement for business use. AxForge can arrange that licence and host the model for you — you pay AxForge, we settle with the model’s maker. Ask us for a quote. Read the licence ↗
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