End of training
Browse files- README.md +71 -0
- added_tokens.json +3 -0
- config.json +43 -0
- model.safetensors +3 -0
- runs/Mar20_10-23-25_47723be10c4c/events.out.tfevents.1742466212.47723be10c4c.1390.0 +3 -0
- runs/Mar20_10-28-23_47723be10c4c/events.out.tfevents.1742466506.47723be10c4c.1390.1 +3 -0
- runs/Mar20_10-32-51_47723be10c4c/events.out.tfevents.1742466774.47723be10c4c.1390.2 +3 -0
- runs/Mar20_10-34-10_47723be10c4c/events.out.tfevents.1742466853.47723be10c4c.1390.3 +3 -0
- runs/Mar20_10-36-53_47723be10c4c/events.out.tfevents.1742467016.47723be10c4c.1390.4 +3 -0
- runs/Mar20_10-36-53_47723be10c4c/events.out.tfevents.1742467311.47723be10c4c.1390.5 +3 -0
- runs/Mar20_10-42-25_47723be10c4c/events.out.tfevents.1742467349.47723be10c4c.1390.6 +3 -0
- special_tokens_map.json +15 -0
- spm.model +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +59 -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: microsoft/deberta-v3-base
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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model-index:
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- name: deberta-v3-base-problematic-classifier
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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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# deberta-v3-base-problematic-classifier
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This model is a fine-tuned version of [microsoft/deberta-v3-base](https://huggingface.co/microsoft/deberta-v3-base) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3965
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- Accuracy: 0.878
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- Auc: 0.949
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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: 9e-05
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- train_batch_size: 8
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- eval_batch_size: 8
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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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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | Auc |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----:|
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| 0.6782 | 1.0 | 263 | 0.6769 | 0.509 | 0.914 |
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| 0.6296 | 2.0 | 526 | 0.5905 | 0.822 | 0.904 |
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| 0.587 | 3.0 | 789 | 0.5380 | 0.829 | 0.919 |
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| 0.5433 | 4.0 | 1052 | 0.5017 | 0.82 | 0.932 |
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| 0.4995 | 5.0 | 1315 | 0.4558 | 0.842 | 0.941 |
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| 0.4887 | 6.0 | 1578 | 0.4269 | 0.887 | 0.942 |
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| 0.4638 | 7.0 | 1841 | 0.4143 | 0.867 | 0.944 |
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| 0.4436 | 8.0 | 2104 | 0.3969 | 0.898 | 0.948 |
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| 0.4387 | 9.0 | 2367 | 0.4003 | 0.873 | 0.948 |
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| 0.434 | 10.0 | 2630 | 0.3965 | 0.878 | 0.949 |
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### Framework versions
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- Transformers 4.50.0.dev0
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- Pytorch 2.6.0+cu124
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- Datasets 3.4.1
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- Tokenizers 0.21.1
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added_tokens.json
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{
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"[MASK]": 128000
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}
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config.json
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{
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"architectures": [
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"DebertaV2ForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "Specific",
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"1": "Not Specific"
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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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"Not Specific": 1,
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"Specific": 0
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},
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"layer_norm_eps": 1e-07,
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"legacy": true,
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"max_position_embeddings": 512,
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"max_relative_positions": -1,
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"model_type": "deberta-v2",
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"norm_rel_ebd": "layer_norm",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 0,
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"pooler_dropout": 0,
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"pooler_hidden_act": "gelu",
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| 30 |
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"pooler_hidden_size": 768,
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"pos_att_type": [
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"p2c",
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"c2p"
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],
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"position_biased_input": false,
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"position_buckets": 256,
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"relative_attention": true,
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"share_att_key": true,
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"torch_dtype": "float32",
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"transformers_version": "4.50.0.dev0",
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| 41 |
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"type_vocab_size": 0,
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"vocab_size": 128100
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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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runs/Mar20_10-36-53_47723be10c4c/events.out.tfevents.1742467016.47723be10c4c.1390.4
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version https://git-lfs.github.com/spec/v1
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runs/Mar20_10-36-53_47723be10c4c/events.out.tfevents.1742467311.47723be10c4c.1390.5
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version https://git-lfs.github.com/spec/v1
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runs/Mar20_10-42-25_47723be10c4c/events.out.tfevents.1742467349.47723be10c4c.1390.6
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special_tokens_map.json
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{
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"bos_token": "[CLS]",
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"cls_token": "[CLS]",
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"eos_token": "[SEP]",
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"mask_token": "[MASK]",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"unk_token": {
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"content": "[UNK]",
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"lstrip": false,
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"normalized": true,
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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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spm.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:c679fbf93643d19aab7ee10c0b99e460bdbc02fedf34b92b05af343b4af586fd
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size 2464616
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tokenizer.json
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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": "[PAD]",
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| 5 |
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"lstrip": false,
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| 6 |
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"normalized": false,
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| 7 |
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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": "[CLS]",
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"lstrip": false,
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"normalized": false,
|
| 15 |
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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": "[SEP]",
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| 21 |
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"lstrip": false,
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| 22 |
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"normalized": false,
|
| 23 |
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"rstrip": false,
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| 24 |
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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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"lstrip": false,
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"normalized": true,
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| 31 |
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"rstrip": false,
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| 32 |
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"single_word": false,
|
| 33 |
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"special": true
|
| 34 |
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},
|
| 35 |
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"128000": {
|
| 36 |
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"content": "[MASK]",
|
| 37 |
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"lstrip": false,
|
| 38 |
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"normalized": false,
|
| 39 |
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"rstrip": false,
|
| 40 |
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"single_word": false,
|
| 41 |
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"special": true
|
| 42 |
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}
|
| 43 |
+
},
|
| 44 |
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"bos_token": "[CLS]",
|
| 45 |
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"clean_up_tokenization_spaces": false,
|
| 46 |
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"cls_token": "[CLS]",
|
| 47 |
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"do_lower_case": false,
|
| 48 |
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"eos_token": "[SEP]",
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| 49 |
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"extra_special_tokens": {},
|
| 50 |
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"mask_token": "[MASK]",
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| 51 |
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"model_max_length": 1000000000000000019884624838656,
|
| 52 |
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"pad_token": "[PAD]",
|
| 53 |
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"sep_token": "[SEP]",
|
| 54 |
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"sp_model_kwargs": {},
|
| 55 |
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"split_by_punct": false,
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| 56 |
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"tokenizer_class": "DebertaV2Tokenizer",
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| 57 |
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"unk_token": "[UNK]",
|
| 58 |
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"vocab_type": "spm"
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| 59 |
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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:cc09bd7f81cfefb4601682d548b8b1b53c5d77468cb5c627353aeebf7a7c4726
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size 5368
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