Text Ranking
sentence-transformers
ONNX
Safetensors
Indonesian
xlm-roberta
reranker
cross-encoder
indonesian
bahasa-indonesia
knowledge-distillation
flashrank
text-embeddings-inference
Instructions to use madebyaris/rerank-indonesia with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use madebyaris/rerank-indonesia with sentence-transformers:
from sentence_transformers import CrossEncoder model = CrossEncoder("madebyaris/rerank-indonesia") 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) - Notebooks
- Google Colab
- Kaggle
Add fine-tuned Indonesian CrossEncoder
Browse files- .gitattributes +1 -0
- config.json +32 -0
- config_sentence_transformers.json +11 -0
- model.safetensors +3 -0
- modules.json +8 -0
- sentence_bert_config.json +10 -0
- special_tokens_map.json +51 -0
- tokenizer.json +3 -0
- tokenizer_config.json +55 -0
.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* 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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*.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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"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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"dtype": "float32",
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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": 384,
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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": 1536,
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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": 514,
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"model_type": "xlm-roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"transformers_version": "4.57.6",
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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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config_sentence_transformers.json
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{
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"__version__": {
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"pytorch": "2.12.1+cpu",
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"sentence_transformers": "5.6.0",
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"transformers": "4.57.6"
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},
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"activation_fn": "torch.nn.modules.linear.Identity",
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"default_prompt_name": null,
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"model_type": "CrossEncoder",
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"prompts": {}
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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:aebf0f32e193d7dde47400b12180128fa09777b99842444421d267cc8356d7b4
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size 470588492
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modules.json
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[
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{
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"idx": 0,
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"name": "0",
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"path": "",
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"type": "sentence_transformers.base.modules.transformer.Transformer"
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}
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]
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sentence_bert_config.json
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{
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"transformer_task": "sequence-classification",
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"modality_config": {
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"text": {
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"method": "forward",
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"method_output_name": "logits"
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}
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},
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"module_output_name": "scores"
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}
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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
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:94b6f66edb763a1de9ee0edb887c3c33d2522e18a9fad2199600e485832af325
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size 17082987
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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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"content": "<unk>",
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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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"single_word": false,
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"special": true
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},
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"250001": {
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| 36 |
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"content": "<mask>",
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| 37 |
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"lstrip": true,
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| 38 |
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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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"special": true
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}
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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": false,
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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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"extra_special_tokens": {},
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| 49 |
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"mask_token": "<mask>",
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| 50 |
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"model_max_length": 192,
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| 51 |
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"pad_token": "<pad>",
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| 52 |
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"sep_token": "</s>",
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"tokenizer_class": "XLMRobertaTokenizer",
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"unk_token": "<unk>"
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| 55 |
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}
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