Finetuned Erlangshen on custom sentiment dataset
Browse files- README.md +65 -0
- config.json +46 -0
- model.safetensors +3 -0
- runs/Oct23_08-00-55_142ffdf204a4/events.out.tfevents.1761206464.142ffdf204a4.5503.0 +3 -0
- runs/Oct23_08-06-32_142ffdf204a4/events.out.tfevents.1761206795.142ffdf204a4.5503.1 +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +58 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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library_name: transformers
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license: apache-2.0
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base_model: IDEA-CCNL/Erlangshen-Roberta-110M-Sentiment
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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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- f1
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model-index:
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- name: '20251023'
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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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# 20251023
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This model is a fine-tuned version of [IDEA-CCNL/Erlangshen-Roberta-110M-Sentiment](https://huggingface.co/IDEA-CCNL/Erlangshen-Roberta-110M-Sentiment) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0056
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- Accuracy: 1.0
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- F1: 1.0
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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: Use OptimizerNames.ADAMW_TORCH_FUSED 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: 3
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:---:|
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| No log | 1.0 | 50 | 0.0161 | 1.0 | 1.0 |
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| No log | 2.0 | 100 | 0.0066 | 1.0 | 1.0 |
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| No log | 3.0 | 150 | 0.0056 | 1.0 | 1.0 |
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### Framework versions
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- Transformers 4.57.1
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- Pytorch 2.8.0+cu126
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- Datasets 4.2.0
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- Tokenizers 0.22.1
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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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"directionality": "bidi",
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"dtype": "float32",
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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": "\u4f0f\u7279\u52a0\u7c7b",
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"1": "\u5a01\u58eb\u5fcc\u7c7b",
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"2": "\u6717\u59c6\u9152\u7c7b",
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"3": "\u91d1\u9152\u7c7b",
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"4": "\u9f99\u820c\u5170\u7c7b"
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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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"\u4f0f\u7279\u52a0\u7c7b": 0,
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"\u5a01\u58eb\u5fcc\u7c7b": 1,
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"\u6717\u59c6\u9152\u7c7b": 2,
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"\u91d1\u9152\u7c7b": 3,
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"\u9f99\u820c\u5170\u7c7b": 4
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},
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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": 12,
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"output_past": true,
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"pad_token_id": 0,
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"pooler_fc_size": 768,
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"pooler_num_attention_heads": 12,
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"pooler_num_fc_layers": 3,
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"pooler_size_per_head": 128,
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"pooler_type": "first_token_transform",
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"transformers_version": "4.57.1",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 21128
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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:f910a87678b16db247da0afb1ef728460fd258879a8a7b075ff636c5f6e57914
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size 409109468
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runs/Oct23_08-00-55_142ffdf204a4/events.out.tfevents.1761206464.142ffdf204a4.5503.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:80a9f8b4f77dafd5b15899cf67f652dc9e6bebef4e4818812fff1b9145691d24
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size 16805
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runs/Oct23_08-06-32_142ffdf204a4/events.out.tfevents.1761206795.142ffdf204a4.5503.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:ab3d62bb1d8b0a9264c3e7e8fd202632476e5d251d8fcac8a7fea0db5315af79
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size 7145
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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.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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"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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"extra_special_tokens": {},
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"mask_token": "[MASK]",
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"model_max_length": 1000000000000000019884624838656,
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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 sha256:494a7715ba0bef63c269a924075fd234d7a6814f3e06a646b83c45b5942d0c73
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size 5905
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vocab.txt
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