Text Ranking
sentence-transformers
Safetensors
Transformers
Arabic
xlm-roberta
text-classification
text-embeddings-inference
Instructions to use NAMAA-Space/Namaa-ARA-Reranker-V1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use NAMAA-Space/Namaa-ARA-Reranker-V1 with sentence-transformers:
from sentence_transformers import CrossEncoder model = CrossEncoder("NAMAA-Space/Namaa-ARA-Reranker-V1") query = "Which planet is known as the Red Planet?" passages = [ "Venus is often called Earth's twin because of its similar size and proximity.", "Mars, known for its reddish appearance, is often referred to as the Red Planet.", "Jupiter, the largest planet in our solar system, has a prominent red spot.", "Saturn, famous for its rings, is sometimes mistaken for the Red Planet." ] scores = model.predict([(query, passage) for passage in passages]) print(scores) - Transformers
How to use NAMAA-Space/Namaa-ARA-Reranker-V1 with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("NAMAA-Space/Namaa-ARA-Reranker-V1") model = AutoModelForSequenceClassification.from_pretrained("NAMAA-Space/Namaa-ARA-Reranker-V1", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download tokenizer.json from NAMAA-Space/Namaa-ARA-Reranker-V1: direct link, hf CLI and curl.
- Browser
- Download file 17.1 MB
-
https://huggingface.co/NAMAA-Space/Namaa-ARA-Reranker-V1/resolve/main/tokenizer.json
- Command line
-
hf download hf://NAMAA-Space/Namaa-ARA-Reranker-V1/tokenizer.json
-
curl -L -o tokenizer.json https://huggingface.co/NAMAA-Space/Namaa-ARA-Reranker-V1/resolve/main/tokenizer.json
17.1 MB
- Xet hash:
- 1c6bf640ee5d02c53ca86ca49af351d0cd1e9c180443fce48b2df9916a70bfc6
- Size of remote file:
- 17.1 MB
- SHA256:
- cf44dabfaa82b1276a7af64a2ea2c76c047d560cf7bfb5711d6135382372c93d
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