Text Ranking
sentence-transformers
Safetensors
Transformers
Arabic
xlm-roberta
text-classification
text-embeddings-inference
Instructions to use Omartificial-Intelligence-Space/ARA-Reranker-V1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use Omartificial-Intelligence-Space/ARA-Reranker-V1 with sentence-transformers:
from sentence_transformers import CrossEncoder model = CrossEncoder("Omartificial-Intelligence-Space/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 Omartificial-Intelligence-Space/ARA-Reranker-V1 with Transformers:
# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("Omartificial-Intelligence-Space/ARA-Reranker-V1") model = AutoModelForSequenceClassification.from_pretrained("Omartificial-Intelligence-Space/ARA-Reranker-V1") - Notebooks
- Google Colab
- Kaggle
upload files
Browse files- .gitattributes +1 -0
- config.json +34 -0
- model.safetensors +3 -0
- sentencepiece.bpe.model +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +3 -0
- tokenizer_config.json +55 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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config.json
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{
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"_name_or_path": "BAAI/bge-reranker-v2-m3",
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"architectures": [
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"XLMRobertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 1024,
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"id2label": {
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"0": "LABEL_0"
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},
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"label2id": {
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"LABEL_0": 0
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},
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 8194,
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"model_type": "xlm-roberta",
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"num_attention_heads": 16,
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"num_hidden_layers": 24,
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"output_past": true,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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"transformers_version": "4.43.1",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 250002
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:3b5b844cc2e9151fb61a5beac039f722108a457381647a52a56a3374301dd244
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size 2271071852
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sentencepiece.bpe.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:cfc8146abe2a0488e9e2a0c56de7952f7c11ab059eca145a0a727afce0db2865
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size 5069051
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"cls_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"sep_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:cf44dabfaa82b1276a7af64a2ea2c76c047d560cf7bfb5711d6135382372c93d
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size 17083153
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tokenizer_config.json
ADDED
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{
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"added_tokens_decoder": {
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"0": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"3": {
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| 28 |
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"content": "<unk>",
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| 29 |
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"lstrip": false,
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"normalized": false,
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| 31 |
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"rstrip": false,
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| 32 |
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"single_word": false,
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"special": true
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},
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| 35 |
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"250001": {
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"content": "<mask>",
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| 37 |
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"lstrip": true,
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"normalized": false,
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| 39 |
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"rstrip": false,
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| 40 |
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"single_word": false,
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| 41 |
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"special": true
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}
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| 43 |
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},
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| 44 |
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"bos_token": "<s>",
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| 45 |
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"clean_up_tokenization_spaces": true,
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| 46 |
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"cls_token": "<s>",
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| 47 |
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"eos_token": "</s>",
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| 48 |
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"mask_token": "<mask>",
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| 49 |
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"model_max_length": 8192,
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| 50 |
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"pad_token": "<pad>",
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| 51 |
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"sep_token": "</s>",
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| 52 |
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"sp_model_kwargs": {},
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| 53 |
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"tokenizer_class": "XLMRobertaTokenizer",
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| 54 |
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"unk_token": "<unk>"
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| 55 |
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}
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