Model save
Browse files- README.md +91 -0
- final/config.json +35 -0
- final/model.safetensors +3 -0
- final/sentencepiece.bpe.model +3 -0
- final/special_tokens_map.json +15 -0
- final/tokenizer.json +3 -0
- final/tokenizer_config.json +55 -0
- final/training_args.bin +3 -0
- model.safetensors +1 -1
README.md
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---
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library_name: transformers
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license: mit
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base_model: FacebookAI/xlm-roberta-base
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tags:
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- generated_from_trainer
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metrics:
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- precision
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- recall
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- accuracy
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model-index:
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- name: gemma-fineweb-edu-scorer-xlm-binary-xlm-roberta-base-lr5e-05-20250411_122512
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# gemma-fineweb-edu-scorer-xlm-binary-xlm-roberta-base-lr5e-05-20250411_122512
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This model is a fine-tuned version of [FacebookAI/xlm-roberta-base](https://huggingface.co/FacebookAI/xlm-roberta-base) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.1484
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- Precision: 0.7851
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- Recall: 0.7983
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- F1 Macro: 0.7913
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- Accuracy: 0.8438
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-05
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- train_batch_size: 64
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- eval_batch_size: 128
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- seed: 0
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- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- num_epochs: 20
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 Macro | Accuracy |
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|:-------------:|:-------:|:-----:|:---------------:|:---------:|:------:|:--------:|:--------:|
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| No log | 0 | 0 | 0.2350 | 0.3796 | 0.5 | 0.4316 | 0.7593 |
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| 0.1059 | 0.7812 | 1000 | 0.1000 | 0.8077 | 0.7659 | 0.7830 | 0.8517 |
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| 0.0825 | 1.5625 | 2000 | 0.0995 | 0.8129 | 0.7662 | 0.7850 | 0.8540 |
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| 0.0563 | 2.3438 | 3000 | 0.1118 | 0.7910 | 0.8195 | 0.8031 | 0.8488 |
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| 0.0315 | 3.125 | 4000 | 0.1183 | 0.8049 | 0.7861 | 0.7947 | 0.8545 |
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| 0.0359 | 3.9062 | 5000 | 0.1234 | 0.8174 | 0.7528 | 0.7766 | 0.8524 |
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| 0.0213 | 4.6875 | 6000 | 0.1431 | 0.7791 | 0.8259 | 0.7960 | 0.8374 |
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| 0.0162 | 5.4688 | 7000 | 0.1312 | 0.7904 | 0.8026 | 0.7961 | 0.8478 |
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| 0.0111 | 6.25 | 8000 | 0.1509 | 0.7817 | 0.8155 | 0.7955 | 0.8411 |
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| 0.013 | 7.0312 | 9000 | 0.1242 | 0.7998 | 0.7994 | 0.7996 | 0.8536 |
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| 0.0135 | 7.8125 | 10000 | 0.1292 | 0.8162 | 0.7570 | 0.7794 | 0.8530 |
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| 0.0094 | 8.5938 | 11000 | 0.1463 | 0.7814 | 0.8172 | 0.7957 | 0.8406 |
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| 0.0063 | 9.375 | 12000 | 0.1427 | 0.7799 | 0.8202 | 0.7954 | 0.8390 |
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| 0.0082 | 10.1562 | 13000 | 0.1369 | 0.7838 | 0.8082 | 0.7944 | 0.8430 |
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| 0.0081 | 10.9375 | 14000 | 0.1390 | 0.7880 | 0.7840 | 0.7859 | 0.8446 |
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| 0.0058 | 11.7188 | 15000 | 0.1421 | 0.7833 | 0.8072 | 0.7937 | 0.8426 |
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| 0.0061 | 12.5 | 16000 | 0.1580 | 0.7646 | 0.8190 | 0.7819 | 0.8225 |
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| 0.005 | 13.2812 | 17000 | 0.1414 | 0.7924 | 0.7963 | 0.7943 | 0.8486 |
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| 0.0031 | 14.0625 | 18000 | 0.1403 | 0.7935 | 0.8052 | 0.7990 | 0.8501 |
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| 0.0032 | 14.8438 | 19000 | 0.1412 | 0.7958 | 0.7873 | 0.7914 | 0.8496 |
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| 0.0046 | 15.625 | 20000 | 0.1458 | 0.7852 | 0.8119 | 0.7967 | 0.8441 |
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| 0.0027 | 16.4062 | 21000 | 0.1490 | 0.7832 | 0.8115 | 0.7952 | 0.8425 |
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| 0.0025 | 17.1875 | 22000 | 0.1442 | 0.7886 | 0.7995 | 0.7938 | 0.8463 |
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| 0.0025 | 17.9688 | 23000 | 0.1431 | 0.7962 | 0.7811 | 0.7881 | 0.8490 |
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| 0.0017 | 18.75 | 24000 | 0.1496 | 0.7834 | 0.8036 | 0.7925 | 0.8427 |
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| 0.0022 | 19.5312 | 25000 | 0.1484 | 0.7851 | 0.7983 | 0.7913 | 0.8438 |
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### Framework versions
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- Transformers 4.49.0
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- Pytorch 2.6.0+cu124
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- Datasets 3.3.2
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- Tokenizers 0.21.1
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final/config.json
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{
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"_name_or_path": "FacebookAI/xlm-roberta-base",
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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": 0.0,
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"hidden_size": 768,
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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": 3072,
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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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"output_past": true,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"problem_type": "regression",
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"torch_dtype": "float32",
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"transformers_version": "4.49.0",
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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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final/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:5a4fa7156ac72d466ee8c415e462d0bcde929ff1385b2f72c52ecd2bba13010e
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size 1112201932
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final/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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final/special_tokens_map.json
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{
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"bos_token": "<s>",
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"cls_token": "<s>",
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"eos_token": "</s>",
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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": "<pad>",
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"sep_token": "</s>",
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"unk_token": "<unk>"
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}
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final/tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:3a56def25aa40facc030ea8b0b87f3688e4b3c39eb8b45d5702b3a1300fe2a20
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size 17082734
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final/tokenizer_config.json
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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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"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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"content": "<mask>",
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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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"single_word": false,
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"special": true
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}
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},
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": false,
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"cls_token": "<s>",
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"eos_token": "</s>",
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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": 512,
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| 51 |
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"pad_token": "<pad>",
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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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}
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final/training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:cb7263f4f6b5194d7cbab35cd9d9e174e2d43b06adf333a56dedbfe06730f807
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size 5624
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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-
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size 1112201932
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version https://git-lfs.github.com/spec/v1
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size 1112201932
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