afaji/summerschool-2layer-irony
Browse files- README.md +74 -0
- config.json +25 -0
- model.safetensors +3 -0
- special_tokens_map.json +7 -0
- tokenizer_config.json +57 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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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: summerschool-2layer-irony
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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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# summerschool-2layer-irony
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This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6777
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- Accuracy: 0.5765
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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: 2e-05
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- train_batch_size: 16
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- eval_batch_size: 16
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 5
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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|:-------------:|:------:|:----:|:---------------:|:--------:|
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| 0.7183 | 0.2793 | 50 | 0.6864 | 0.5581 |
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| 0.6948 | 0.5587 | 100 | 0.7066 | 0.5068 |
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| 0.6915 | 0.8380 | 150 | 0.6904 | 0.5403 |
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| 0.686 | 1.1173 | 200 | 0.6764 | 0.5623 |
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| 0.6511 | 1.3966 | 250 | 0.6981 | 0.5623 |
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| 0.6752 | 1.6760 | 300 | 0.7057 | 0.5351 |
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| 0.661 | 1.9553 | 350 | 0.6755 | 0.5686 |
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| 0.6343 | 2.2346 | 400 | 0.6735 | 0.5874 |
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| 0.6507 | 2.5140 | 450 | 0.6700 | 0.5895 |
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| 0.6408 | 2.7933 | 500 | 0.6734 | 0.5738 |
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| 0.6337 | 3.0726 | 550 | 0.6697 | 0.5843 |
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| 0.6013 | 3.3520 | 600 | 0.6694 | 0.5927 |
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| 0.6139 | 3.6313 | 650 | 0.6667 | 0.6031 |
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| 0.6037 | 3.9106 | 700 | 0.6676 | 0.6168 |
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| 0.592 | 4.1899 | 750 | 0.6691 | 0.5832 |
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| 0.5791 | 4.4693 | 800 | 0.6707 | 0.5864 |
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| 0.5884 | 4.7486 | 850 | 0.6599 | 0.6042 |
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### Framework versions
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- Transformers 4.41.2
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- Pytorch 2.3.0+cu121
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- Datasets 2.20.0
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- Tokenizers 0.19.1
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config.json
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{
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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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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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 2,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.41.2",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 30522
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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:e64e30a72b26c0c51b459df995bc5ca386f1e3fbb5825cb0f9930c1234c70933
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size 154424904
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special_tokens_map.json
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{
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"cls_token": "[CLS]",
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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": "[UNK]"
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}
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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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"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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"100": {
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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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"101": {
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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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"single_word": false,
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"special": true
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},
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"102": {
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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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"103": {
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"content": "[MASK]",
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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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},
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"clean_up_tokenization_spaces": true,
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"cls_token": "[CLS]",
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"do_basic_tokenize": true,
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"do_lower_case": true,
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"mask_token": "[MASK]",
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"model_max_length": 512,
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"never_split": null,
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "BertTokenizer",
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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 sha256:1f908cfdd006a3ebd5ea4d4896861d52852246628ad7ae0e0820e5dd8faca4d1
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size 5048
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vocab.txt
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