Model save
Browse files- README.md +2 -42
- config.json +5 -45
- model.safetensors +2 -2
- training_args.bin +1 -1
README.md
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---
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license: mit
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base_model:
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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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- accuracy
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model-index:
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- name: deberta-v3-base-ner-B
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results: []
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# deberta-v3-base-ner-B
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This model is a fine-tuned version of [
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It achieves the following results on the evaluation set:
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- Loss: 0.0294
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- Precision: 0.9660
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- Recall: 0.9751
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- F1: 0.9705
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- Accuracy: 0.9929
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## Model description
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- num_epochs: 3
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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 | Accuracy |
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| 0.0336 | 0.13 | 257 | 0.0345 | 0.9245 | 0.9386 | 0.9315 | 0.9885 |
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| 0.0309 | 0.25 | 514 | 0.0296 | 0.9161 | 0.9624 | 0.9387 | 0.9892 |
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| 0.0281 | 0.38 | 771 | 0.0251 | 0.9316 | 0.9539 | 0.9426 | 0.9908 |
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| 0.0221 | 0.5 | 1028 | 0.0259 | 0.9381 | 0.9588 | 0.9483 | 0.9910 |
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| 0.0234 | 0.63 | 1285 | 0.0260 | 0.9318 | 0.9640 | 0.9477 | 0.9904 |
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| 0.0177 | 0.75 | 1542 | 0.0248 | 0.9331 | 0.9665 | 0.9495 | 0.9909 |
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| 0.0213 | 0.88 | 1799 | 0.0228 | 0.9522 | 0.9593 | 0.9557 | 0.9918 |
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| 0.0252 | 1.0 | 2056 | 0.0233 | 0.9517 | 0.9568 | 0.9542 | 0.9917 |
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| 0.0143 | 1.13 | 2313 | 0.0256 | 0.9491 | 0.9641 | 0.9565 | 0.9918 |
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| 0.0132 | 1.25 | 2570 | 0.0247 | 0.9536 | 0.9627 | 0.9581 | 0.9921 |
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| 0.015 | 1.38 | 2827 | 0.0243 | 0.9467 | 0.9640 | 0.9553 | 0.9917 |
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| 0.0148 | 1.5 | 3084 | 0.0254 | 0.9475 | 0.9677 | 0.9575 | 0.9918 |
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| 0.0143 | 1.63 | 3341 | 0.0252 | 0.9491 | 0.9667 | 0.9578 | 0.9920 |
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| 0.0112 | 1.75 | 3598 | 0.0244 | 0.9546 | 0.9626 | 0.9586 | 0.9923 |
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| 0.0074 | 1.88 | 3855 | 0.0268 | 0.9490 | 0.9680 | 0.9584 | 0.9921 |
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| 0.0068 | 2.0 | 4112 | 0.0257 | 0.9577 | 0.9610 | 0.9594 | 0.9923 |
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| 0.0079 | 2.13 | 4369 | 0.0296 | 0.9457 | 0.9698 | 0.9576 | 0.9919 |
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| 0.0067 | 2.26 | 4626 | 0.0290 | 0.9520 | 0.9686 | 0.9602 | 0.9922 |
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| 0.0067 | 2.38 | 4883 | 0.0282 | 0.9553 | 0.9653 | 0.9603 | 0.9923 |
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| 0.0044 | 2.51 | 5140 | 0.0303 | 0.9600 | 0.9622 | 0.9611 | 0.9926 |
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| 0.005 | 2.63 | 5397 | 0.0318 | 0.9488 | 0.9703 | 0.9594 | 0.9920 |
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| 0.006 | 2.76 | 5654 | 0.0295 | 0.9564 | 0.9663 | 0.9613 | 0.9925 |
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| 0.0059 | 2.88 | 5911 | 0.0304 | 0.9586 | 0.9657 | 0.9621 | 0.9925 |
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### Framework versions
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- Transformers 4.35.2
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---
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license: mit
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base_model: alexeyak/deberta-v3-base-ner-B
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tags:
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- generated_from_trainer
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model-index:
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- name: deberta-v3-base-ner-B
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results: []
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# deberta-v3-base-ner-B
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This model is a fine-tuned version of [alexeyak/deberta-v3-base-ner-B](https://huggingface.co/alexeyak/deberta-v3-base-ner-B) on an unknown dataset.
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## Model description
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- num_epochs: 3
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- mixed_precision_training: Native AMP
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### Framework versions
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- Transformers 4.35.2
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config.json
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{
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"_name_or_path": "
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"architectures": [
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"DebertaV2ForTokenClassification"
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],
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"6": "I-LOC",
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"7": "B-ANIM",
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"8": "I-ANIM",
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"9": "B-
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"10": "I-
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"11": "B-CEL",
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"12": "I-CEL",
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"13": "B-DIS",
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"14": "I-DIS",
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"15": "B-EVE",
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"16": "I-EVE",
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"17": "B-FOOD",
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"18": "I-FOOD",
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"19": "B-INST",
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"20": "I-INST",
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"21": "B-MEDIA",
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"22": "I-MEDIA",
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"23": "B-MYTH",
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"24": "I-MYTH",
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"25": "B-PLANT",
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"26": "I-PLANT",
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"27": "B-TIME",
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"28": "I-TIME",
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"29": "B-VEHI",
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"30": "I-VEHI"
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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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"B-ANIM": 7,
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"B-
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"B-CEL": 11,
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"B-DIS": 13,
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"B-EVE": 15,
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"B-FOOD": 17,
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"B-INST": 19,
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"B-LOC": 5,
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"B-MEDIA": 21,
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"B-MYTH": 23,
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"B-ORG": 3,
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"B-PER": 1,
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"B-PLANT": 25,
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"B-TIME": 27,
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"B-VEHI": 29,
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"I-ANIM": 8,
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"I-
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"I-CEL": 12,
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"I-DIS": 14,
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"I-EVE": 16,
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"I-FOOD": 18,
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"I-INST": 20,
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"I-LOC": 6,
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"I-MEDIA": 22,
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"I-MYTH": 24,
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"I-ORG": 4,
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"I-PER": 2,
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"I-PLANT": 26,
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"I-TIME": 28,
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"I-VEHI": 30,
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"O": 0
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},
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"layer_norm_eps": 1e-07,
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{
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"_name_or_path": "alexeyak/deberta-v3-base-ner-B",
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"architectures": [
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"DebertaV2ForTokenClassification"
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],
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"6": "I-LOC",
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"7": "B-ANIM",
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"8": "I-ANIM",
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"9": "B-DIS",
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"10": "I-DIS"
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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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"B-ANIM": 7,
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"B-DIS": 9,
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"B-LOC": 5,
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"B-ORG": 3,
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"B-PER": 1,
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"I-ANIM": 8,
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"I-DIS": 10,
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"I-LOC": 6,
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"I-ORG": 4,
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"I-PER": 2,
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"O": 0
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},
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"layer_norm_eps": 1e-07,
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model.safetensors
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training_args.bin
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