Sentence Similarity
sentence-transformers
Safetensors
Portuguese
gemma3_text
feature-extraction
embeddings
text-embeddings
text-embeddings-inference
retrieval
information-retrieval
semantic-search
rag
reranking
clustering
sts
portuguese
pt-br
brazilian-portuguese
mteb
vocabulary-trimming
knowledge-distillation
model-soup
Instructions to use tardellirs/colibri-embed-ptbr with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use tardellirs/colibri-embed-ptbr with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("tardellirs/colibri-embed-ptbr") sentences = [ "The weather is lovely today.", "It's so sunny outside!", "He drove to the stadium." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] - Inference
- Notebooks
- Google Colab
- Kaggle
Colibri — multi-teacher (Qwen3-4B + 8B) distilled PT-BR embeddings, MTEB(por) 0.6501
d6e7cef verified Download tokenizer_config.json from tardellirs/colibri-embed-ptbr: direct link, hf CLI and curl.
- Browser
- Download file 705 Bytes
-
https://huggingface.co/tardellirs/colibri-embed-ptbr/resolve/3f29bdf3c98691e99327157ec5540f652b50d44e/tokenizer_config.json
- Command line
-
hf download hf://tardellirs/colibri-embed-ptbr@3f29bdf3c98691e99327157ec5540f652b50d44e/tokenizer_config.json
-
curl -L -o tokenizer_config.json https://huggingface.co/tardellirs/colibri-embed-ptbr/resolve/3f29bdf3c98691e99327157ec5540f652b50d44e/tokenizer_config.json
705 Bytes
| { | |
| "backend": "tokenizers", | |
| "boi_token": "<start_of_image>", | |
| "bos_token": "<bos>", | |
| "clean_up_tokenization_spaces": false, | |
| "eoi_token": "<end_of_image>", | |
| "eos_token": "<eos>", | |
| "image_token": "<image_soft_token>", | |
| "is_local": false, | |
| "local_files_only": false, | |
| "mask_token": "<mask>", | |
| "model_max_length": 2048, | |
| "model_specific_special_tokens": { | |
| "boi_token": "<start_of_image>", | |
| "eoi_token": "<end_of_image>", | |
| "image_token": "<image_soft_token>" | |
| }, | |
| "pad_token": "<pad>", | |
| "padding_side": "right", | |
| "sp_model_kwargs": null, | |
| "spaces_between_special_tokens": false, | |
| "tokenizer_class": "GemmaTokenizer", | |
| "unk_token": "<unk>", | |
| "use_default_system_prompt": false | |
| } | |