End of training
Browse files- README.md +75 -0
- config.json +43 -0
- model.safetensors +3 -0
- special_tokens_map.json +19 -0
- spiece.model +3 -0
- tokenizer_config.json +95 -0
- training_args.bin +3 -0
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: xlnet/xlnet-base-cased
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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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- f1
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model-index:
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- name: xlnet-fine-tuned-matching
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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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# xlnet-fine-tuned-matching
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This model is a fine-tuned version of [xlnet/xlnet-base-cased](https://huggingface.co/xlnet/xlnet-base-cased) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3020
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- Precision: 0.8308
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- Recall: 0.6207
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- F1: 0.7105
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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: 1e-05
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- train_batch_size: 32
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- eval_batch_size: 32
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- seed: 42
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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: 10
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 |
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|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|
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| 0.404 | 1.0 | 185 | 0.2996 | 0.6829 | 0.3218 | 0.4375 |
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| 0.2827 | 2.0 | 370 | 0.2278 | 0.8144 | 0.6054 | 0.6945 |
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| 0.2288 | 3.0 | 555 | 0.2090 | 0.815 | 0.6245 | 0.7072 |
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| 0.1982 | 4.0 | 740 | 0.2250 | 0.7920 | 0.6858 | 0.7351 |
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| 0.18 | 5.0 | 925 | 0.2729 | 0.8812 | 0.5402 | 0.6698 |
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| 0.1703 | 6.0 | 1110 | 0.3118 | 0.8867 | 0.5096 | 0.6472 |
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| 0.1604 | 7.0 | 1295 | 0.2985 | 0.8696 | 0.6130 | 0.7191 |
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| 0.1522 | 8.0 | 1480 | 0.2928 | 0.8402 | 0.6245 | 0.7165 |
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| 0.149 | 9.0 | 1665 | 0.2910 | 0.8168 | 0.6322 | 0.7127 |
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| 0.1375 | 10.0 | 1850 | 0.3020 | 0.8308 | 0.6207 | 0.7105 |
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### Framework versions
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- Transformers 4.52.4
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- Pytorch 2.6.0+cu124
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- Datasets 2.14.4
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- Tokenizers 0.21.1
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config.json
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{
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"architectures": [
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"XLNetForSequenceClassification"
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],
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"attn_type": "bi",
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"bi_data": false,
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"bos_token_id": 1,
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"clamp_len": -1,
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"d_head": 64,
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"d_inner": 3072,
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"d_model": 768,
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"dropout": 0.1,
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"end_n_top": 5,
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"eos_token_id": 2,
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"ff_activation": "gelu",
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"initializer_range": 0.02,
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"layer_norm_eps": 1e-12,
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"mem_len": null,
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"model_type": "xlnet",
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"n_head": 12,
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"n_layer": 12,
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"pad_token_id": 5,
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"problem_type": "single_label_classification",
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"reuse_len": null,
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"same_length": false,
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"start_n_top": 5,
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"summary_activation": "tanh",
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"summary_last_dropout": 0.1,
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"summary_type": "last",
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"summary_use_proj": true,
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"task_specific_params": {
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"text-generation": {
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"do_sample": true,
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"max_length": 250
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}
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},
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"torch_dtype": "float32",
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"transformers_version": "4.52.4",
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"untie_r": true,
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"use_mems_eval": true,
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"use_mems_train": false,
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"vocab_size": 32000
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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 sha256:45aa05a1cd8879820fbb50f13dd5b84f0255d2be485d5281024d240ed26a5030
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size 469264592
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special_tokens_map.json
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{
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"additional_special_tokens": [
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"<eop>",
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"<eod>"
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],
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"bos_token": "<s>",
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"cls_token": "<cls>",
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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": "<sep>",
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"unk_token": "<unk>"
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}
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spiece.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:1f8c1c0bc2854d1af911a8550288c1258af5ba50277f3a5c829b98eb86fc5646
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size 798011
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "<unk>",
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"lstrip": false,
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| 6 |
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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": "<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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"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": "<cls>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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| 32 |
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"single_word": false,
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| 33 |
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"special": true
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| 34 |
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},
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| 35 |
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"4": {
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"content": "<sep>",
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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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"5": {
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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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"6": {
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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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"special": true
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},
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"7": {
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"content": "<eod>",
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"lstrip": false,
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"normalized": false,
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| 63 |
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"rstrip": false,
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"single_word": false,
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| 65 |
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"special": true
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| 66 |
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},
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"8": {
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| 68 |
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"content": "<eop>",
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| 69 |
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"lstrip": false,
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| 70 |
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"normalized": false,
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| 71 |
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"rstrip": false,
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"single_word": false,
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"special": true
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| 74 |
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}
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| 75 |
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},
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| 76 |
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"additional_special_tokens": [
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| 77 |
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"<eop>",
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"<eod>"
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],
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| 80 |
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": false,
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| 82 |
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"cls_token": "<cls>",
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| 83 |
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"do_lower_case": false,
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| 84 |
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"eos_token": "</s>",
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"extra_special_tokens": {},
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"keep_accents": false,
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"mask_token": "<mask>",
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| 88 |
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "<pad>",
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| 90 |
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"remove_space": true,
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| 91 |
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"sep_token": "<sep>",
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| 92 |
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"sp_model_kwargs": {},
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| 93 |
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"tokenizer_class": "XLNetTokenizer",
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"unk_token": "<unk>"
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:f8a7c551aeca04f7efc3b3043175183214500b5e1a809c2ac1a4f61a7dd47b3c
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size 5240
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