End of training
Browse files- README.md +455 -0
- best_model/config.json +26 -0
- best_model/model.safetensors +3 -0
- best_model/special_tokens_map.json +7 -0
- best_model/tokenizer.json +0 -0
- best_model/tokenizer_config.json +58 -0
- best_model/training_args.bin +3 -0
- best_model/vocab.txt +0 -0
- config.json +26 -0
- model.safetensors +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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| 1 |
+
---
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| 2 |
+
library_name: transformers
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base_model: allenai/scibert_scivocab_uncased
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tags:
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- generated_from_trainer
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model-index:
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+
- name: allenai-scibert_scivocab_uncased_20241230-091934
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results: []
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+
---
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| 10 |
+
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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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+
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| 14 |
+
# allenai-scibert_scivocab_uncased_20241230-091934
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This model is a fine-tuned version of [allenai/scibert_scivocab_uncased](https://huggingface.co/allenai/scibert_scivocab_uncased) on an unknown dataset.
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+
It achieves the following results on the evaluation set:
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- Loss: 0.1032
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| 19 |
+
- [email protected]: 0.8166
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- [email protected]: 0.9988
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- [email protected]: 0.8985
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- [email protected]: 0.9027
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- [email protected]: 0.8430
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- [email protected]: 0.9980
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- [email protected]: 0.9140
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- [email protected]: 0.9190
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- [email protected]: 0.8560
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- [email protected]: 0.9973
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- [email protected]: 0.9213
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- [email protected]: 0.9265
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- [email protected]: 0.8666
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- [email protected]: 0.9966
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- [email protected]: 0.9271
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- [email protected]: 0.9324
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- [email protected]: 0.8740
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- [email protected]: 0.9960
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- [email protected]: 0.9310
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- [email protected]: 0.9364
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- [email protected]: 0.8810
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- [email protected]: 0.9584
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- [email protected]: 0.9654
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- [email protected]: 0.9719
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- [email protected]: 0.9655
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- [email protected]: 0.9599
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- [email protected]: 0.9714
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- [email protected]: 0.9656
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- [email protected]: 0.9701
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- [email protected]: 0.9655
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- [email protected]: 0.9700
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- [email protected]: 0.9661
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- [email protected]: 0.9655
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- [email protected]: 0.9636
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- [email protected]: 0.9651
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- [email protected]: 0.9699
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- [email protected]: 0.9679
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- [email protected]: 0.9612
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- [email protected]: 0.9645
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- [email protected]: 0.9695
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- [email protected]: 0.9691
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- [email protected]: 0.9585
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- [email protected]: 0.9638
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- [email protected]: 0.9689
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- [email protected]: 0.9712
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- [email protected]: 0.9550
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- [email protected]: 0.9630
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- [email protected]: 0.9684
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- [email protected]: 0.9736
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- [email protected]: 0.9493
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- [email protected]: 0.9613
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- [email protected]: 0.9670
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- [email protected]: 0.9769
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- [email protected]: 0.9414
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- [email protected]: 0.9588
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- [email protected]: 0.9651
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- [email protected]: 0.9805
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- [email protected]: 0.9291
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- [email protected]: 0.9541
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- [email protected]: 0.9615
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- [email protected]: 0.9845
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- [email protected]: 0.9055
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- [email protected]: 0.9434
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- [email protected]: 0.9531
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- [email protected]: 0.9891
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- [email protected]: 0.8632
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- [email protected]: 0.9219
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- [email protected]: 0.9369
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|
| 416 |
+
## Model description
|
| 417 |
+
|
| 418 |
+
More information needed
|
| 419 |
+
|
| 420 |
+
## Intended uses & limitations
|
| 421 |
+
|
| 422 |
+
More information needed
|
| 423 |
+
|
| 424 |
+
## Training and evaluation data
|
| 425 |
+
|
| 426 |
+
More information needed
|
| 427 |
+
|
| 428 |
+
## Training procedure
|
| 429 |
+
|
| 430 |
+
### Training hyperparameters
|
| 431 |
+
|
| 432 |
+
The following hyperparameters were used during training:
|
| 433 |
+
- learning_rate: 0.0001
|
| 434 |
+
- train_batch_size: 64
|
| 435 |
+
- eval_batch_size: 64
|
| 436 |
+
- seed: 42
|
| 437 |
+
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
|
| 438 |
+
- lr_scheduler_type: linear
|
| 439 |
+
- num_epochs: 3
|
| 440 |
+
|
| 441 |
+
### Training results
|
| 442 |
+
|
| 443 |
+
| Training Loss | Epoch | Step | Validation Loss | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] | [email protected] |
|
| 444 |
+
|:-------------:|:-----:|:----:|:---------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:-------------:|:----------:|:------:|:------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:-------------:|:----------:|:------:|:------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:-------------:|:----------:|:------:|:------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:-------------:|:----------:|:------:|:------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:-------------:|:----------:|:------:|:------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:-------------:|:----------:|:------:|:------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:-------------:|:----------:|:------:|:------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:-------------:|:----------:|:------:|:------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:-------------:|:----------:|:------:|:------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|
|
| 445 |
+
| 0.6601 | 1.0 | 2436 | 0.6623 | 0.4313 | 1.0 | 0.6027 | 0.4313 | 0.4313 | 1.0 | 0.6027 | 0.4313 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.4498 | 0.9989 | 0.6203 | 0.4725 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 |
|
| 446 |
+
| 0.2161 | 2.0 | 4872 | 0.3014 | 0.4313 | 1.0 | 0.6027 | 0.4313 | 0.4313 | 1.0 | 0.6027 | 0.4313 | 0.4313 | 1.0 | 0.6027 | 0.4313 | 0.8328 | 0.9731 | 0.8975 | 0.9042 | 0.8331 | 0.9722 | 0.8973 | 0.9040 | 0.8332 | 0.9722 | 0.8974 | 0.9041 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8332 | 0.9721 | 0.8973 | 0.9040 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9721 | 0.8973 | 0.9041 | 0.8333 | 0.9720 | 0.8973 | 0.9040 | 0.8333 | 0.9720 | 0.8973 | 0.9040 | 0.8333 | 0.9720 | 0.8973 | 0.9040 | 0.8333 | 0.9720 | 0.8973 | 0.9040 | 0.8333 | 0.9720 | 0.8973 | 0.9040 | 0.8333 | 0.9720 | 0.8973 | 0.9040 | 0.8333 | 0.9720 | 0.8973 | 0.9040 | 0.8333 | 0.9720 | 0.8973 | 0.9040 | 0.8333 | 0.9720 | 0.8973 | 0.9040 | 0.8333 | 0.9720 | 0.8973 | 0.9040 | 0.8333 | 0.9720 | 0.8973 | 0.9040 | 0.8332 | 0.9719 | 0.8972 | 0.9040 | 0.8332 | 0.9719 | 0.8972 | 0.9040 | 0.8332 | 0.9719 | 0.8972 | 0.9040 | 0.8332 | 0.9718 | 0.8972 | 0.9039 | 0.8333 | 0.9716 | 0.8971 | 0.9039 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.5687 |
|
| 447 |
+
| 0.0569 | 3.0 | 7308 | 0.1032 | 0.8166 | 0.9988 | 0.8985 | 0.9027 | 0.8430 | 0.9980 | 0.9140 | 0.9190 | 0.8560 | 0.9973 | 0.9213 | 0.9265 | 0.8666 | 0.9966 | 0.9271 | 0.9324 | 0.8740 | 0.9960 | 0.9310 | 0.9364 | 0.8810 | 0.9959 | 0.9350 | 0.9402 | 0.8870 | 0.9950 | 0.9379 | 0.9431 | 0.8914 | 0.9950 | 0.9404 | 0.9456 | 0.8959 | 0.9947 | 0.9427 | 0.9479 | 0.9000 | 0.9942 | 0.9448 | 0.9499 | 0.9031 | 0.9938 | 0.9463 | 0.9513 | 0.9066 | 0.9931 | 0.9479 | 0.9529 | 0.9089 | 0.9929 | 0.9491 | 0.9540 | 0.9108 | 0.9923 | 0.9498 | 0.9548 | 0.9138 | 0.9918 | 0.9512 | 0.9561 | 0.9163 | 0.9913 | 0.9524 | 0.9572 | 0.9184 | 0.9912 | 0.9534 | 0.9582 | 0.9206 | 0.9908 | 0.9544 | 0.9592 | 0.9218 | 0.9902 | 0.9548 | 0.9596 | 0.9231 | 0.9899 | 0.9553 | 0.9601 | 0.9244 | 0.9896 | 0.9559 | 0.9606 | 0.9257 | 0.9893 | 0.9564 | 0.9611 | 0.9268 | 0.9890 | 0.9569 | 0.9615 | 0.9274 | 0.9889 | 0.9571 | 0.9618 | 0.9284 | 0.9884 | 0.9575 | 0.9621 | 0.9293 | 0.9882 | 0.9579 | 0.9625 | 0.9302 | 0.9881 | 0.9583 | 0.9629 | 0.9310 | 0.9881 | 0.9587 | 0.9633 | 0.9320 | 0.9879 | 0.9591 | 0.9637 | 0.9331 | 0.9876 | 0.9596 | 0.9641 | 0.9338 | 0.9875 | 0.9599 | 0.9644 | 0.9346 | 0.9874 | 0.9603 | 0.9648 | 0.9353 | 0.9872 | 0.9605 | 0.9650 | 0.9357 | 0.9872 | 0.9608 | 0.9652 | 0.9364 | 0.9871 | 0.9611 | 0.9655 | 0.9367 | 0.9869 | 0.9612 | 0.9656 | 0.9373 | 0.9867 | 0.9613 | 0.9658 | 0.9380 | 0.9863 | 0.9616 | 0.9660 | 0.9388 | 0.9860 | 0.9618 | 0.9662 | 0.9397 | 0.9852 | 0.9619 | 0.9663 | 0.9408 | 0.9850 | 0.9624 | 0.9668 | 0.9414 | 0.9849 | 0.9627 | 0.9671 | 0.9414 | 0.9840 | 0.9623 | 0.9667 | 0.9415 | 0.9840 | 0.9623 | 0.9667 | 0.9415 | 0.9840 | 0.9623 | 0.9667 | 0.9415 | 0.9840 | 0.9623 | 0.9667 | 0.9415 | 0.9840 | 0.9623 | 0.9667 | 0.9415 | 0.9840 | 0.9623 | 0.9667 | 0.9415 | 0.9840 | 0.9623 | 0.9667 | 0.9415 | 0.9840 | 0.9623 | 0.9667 | 0.9415 | 0.9840 | 0.9623 | 0.9667 | 0.9415 | 0.9840 | 0.9623 | 0.9667 | 0.9415 | 0.9840 | 0.9623 | 0.9667 | 0.9415 | 0.9840 | 0.9623 | 0.9667 | 0.9415 | 0.9840 | 0.9623 | 0.9667 | 0.9415 | 0.9839 | 0.9622 | 0.9667 | 0.9416 | 0.9839 | 0.9623 | 0.9667 | 0.9416 | 0.9839 | 0.9623 | 0.9667 | 0.9417 | 0.9839 | 0.9623 | 0.9668 | 0.9417 | 0.9838 | 0.9623 | 0.9667 | 0.9417 | 0.9838 | 0.9623 | 0.9667 | 0.9417 | 0.9837 | 0.9622 | 0.9667 | 0.9418 | 0.9837 | 0.9623 | 0.9667 | 0.9418 | 0.9835 | 0.9622 | 0.9667 | 0.9421 | 0.9834 | 0.9623 | 0.9668 | 0.9442 | 0.9827 | 0.9631 | 0.9675 | 0.9462 | 0.9812 | 0.9634 | 0.9678 | 0.9469 | 0.9806 | 0.9634 | 0.9679 | 0.9477 | 0.9801 | 0.9636 | 0.9681 | 0.9491 | 0.9794 | 0.9640 | 0.9685 | 0.9504 | 0.9792 | 0.9646 | 0.9690 | 0.9509 | 0.9787 | 0.9646 | 0.9690 | 0.9523 | 0.9782 | 0.9651 | 0.9695 | 0.9532 | 0.9775 | 0.9652 | 0.9696 | 0.9538 | 0.9771 | 0.9653 | 0.9697 | 0.9547 | 0.9767 | 0.9656 | 0.9700 | 0.9552 | 0.9757 | 0.9653 | 0.9698 | 0.9558 | 0.9752 | 0.9654 | 0.9698 | 0.9564 | 0.9741 | 0.9652 | 0.9697 | 0.9569 | 0.9737 | 0.9652 | 0.9697 | 0.9574 | 0.9729 | 0.9651 | 0.9697 | 0.9584 | 0.9726 | 0.9654 | 0.9700 | 0.9591 | 0.9719 | 0.9655 | 0.9700 | 0.9599 | 0.9714 | 0.9656 | 0.9701 | 0.9605 | 0.9705 | 0.9655 | 0.9701 | 0.9618 | 0.9693 | 0.9656 | 0.9702 | 0.9625 | 0.9681 | 0.9653 | 0.9700 | 0.9630 | 0.9670 | 0.9650 | 0.9697 | 0.9644 | 0.9662 | 0.9653 | 0.9700 | 0.9661 | 0.9649 | 0.9655 | 0.9703 | 0.9666 | 0.9636 | 0.9651 | 0.9699 | 0.9679 | 0.9612 | 0.9645 | 0.9695 | 0.9691 | 0.9585 | 0.9638 | 0.9689 | 0.9712 | 0.9550 | 0.9630 | 0.9684 | 0.9736 | 0.9493 | 0.9613 | 0.9670 | 0.9769 | 0.9414 | 0.9588 | 0.9651 | 0.9805 | 0.9291 | 0.9541 | 0.9615 | 0.9845 | 0.9055 | 0.9434 | 0.9531 | 0.9891 | 0.8632 | 0.9219 | 0.9369 |
|
| 448 |
+
|
| 449 |
+
|
| 450 |
+
### Framework versions
|
| 451 |
+
|
| 452 |
+
- Transformers 4.48.0.dev0
|
| 453 |
+
- Pytorch 2.5.1+cu124
|
| 454 |
+
- Datasets 3.2.0
|
| 455 |
+
- Tokenizers 0.21.0
|
best_model/config.json
ADDED
|
@@ -0,0 +1,26 @@
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| 1 |
+
{
|
| 2 |
+
"_name_or_path": "allenai/scibert_scivocab_uncased",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"BertForSequenceClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"classifier_dropout": null,
|
| 8 |
+
"hidden_act": "gelu",
|
| 9 |
+
"hidden_dropout_prob": 0.1,
|
| 10 |
+
"hidden_size": 768,
|
| 11 |
+
"initializer_range": 0.02,
|
| 12 |
+
"intermediate_size": 3072,
|
| 13 |
+
"layer_norm_eps": 1e-12,
|
| 14 |
+
"max_position_embeddings": 512,
|
| 15 |
+
"model_type": "bert",
|
| 16 |
+
"num_attention_heads": 12,
|
| 17 |
+
"num_hidden_layers": 12,
|
| 18 |
+
"pad_token_id": 0,
|
| 19 |
+
"position_embedding_type": "absolute",
|
| 20 |
+
"problem_type": "single_label_classification",
|
| 21 |
+
"torch_dtype": "float32",
|
| 22 |
+
"transformers_version": "4.48.0.dev0",
|
| 23 |
+
"type_vocab_size": 2,
|
| 24 |
+
"use_cache": true,
|
| 25 |
+
"vocab_size": 31090
|
| 26 |
+
}
|
best_model/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1cd9988f32cc076034fa088b7fc1b482bccc60f5e645d54661c3034a090bc4d0
|
| 3 |
+
size 439703544
|
best_model/special_tokens_map.json
ADDED
|
@@ -0,0 +1,7 @@
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| 1 |
+
{
|
| 2 |
+
"cls_token": "[CLS]",
|
| 3 |
+
"mask_token": "[MASK]",
|
| 4 |
+
"pad_token": "[PAD]",
|
| 5 |
+
"sep_token": "[SEP]",
|
| 6 |
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"unk_token": "[UNK]"
|
| 7 |
+
}
|
best_model/tokenizer.json
ADDED
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best_model/tokenizer_config.json
ADDED
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| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "[PAD]",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"101": {
|
| 12 |
+
"content": "[UNK]",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"102": {
|
| 20 |
+
"content": "[CLS]",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"103": {
|
| 28 |
+
"content": "[SEP]",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"104": {
|
| 36 |
+
"content": "[MASK]",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"clean_up_tokenization_spaces": true,
|
| 45 |
+
"cls_token": "[CLS]",
|
| 46 |
+
"do_basic_tokenize": true,
|
| 47 |
+
"do_lower_case": true,
|
| 48 |
+
"extra_special_tokens": {},
|
| 49 |
+
"mask_token": "[MASK]",
|
| 50 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 51 |
+
"never_split": null,
|
| 52 |
+
"pad_token": "[PAD]",
|
| 53 |
+
"sep_token": "[SEP]",
|
| 54 |
+
"strip_accents": null,
|
| 55 |
+
"tokenize_chinese_chars": true,
|
| 56 |
+
"tokenizer_class": "BertTokenizer",
|
| 57 |
+
"unk_token": "[UNK]"
|
| 58 |
+
}
|
best_model/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:4b394b2580e4601c43e6b87b14cc1338633a74c5656c0417be2ec4e302c067c0
|
| 3 |
+
size 5496
|
best_model/vocab.txt
ADDED
|
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|
|
config.json
ADDED
|
@@ -0,0 +1,26 @@
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|
|
|
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|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "allenai/scibert_scivocab_uncased",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"BertForSequenceClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"classifier_dropout": null,
|
| 8 |
+
"hidden_act": "gelu",
|
| 9 |
+
"hidden_dropout_prob": 0.1,
|
| 10 |
+
"hidden_size": 768,
|
| 11 |
+
"initializer_range": 0.02,
|
| 12 |
+
"intermediate_size": 3072,
|
| 13 |
+
"layer_norm_eps": 1e-12,
|
| 14 |
+
"max_position_embeddings": 512,
|
| 15 |
+
"model_type": "bert",
|
| 16 |
+
"num_attention_heads": 12,
|
| 17 |
+
"num_hidden_layers": 12,
|
| 18 |
+
"pad_token_id": 0,
|
| 19 |
+
"position_embedding_type": "absolute",
|
| 20 |
+
"problem_type": "single_label_classification",
|
| 21 |
+
"torch_dtype": "float32",
|
| 22 |
+
"transformers_version": "4.48.0.dev0",
|
| 23 |
+
"type_vocab_size": 2,
|
| 24 |
+
"use_cache": true,
|
| 25 |
+
"vocab_size": 31090
|
| 26 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1cd9988f32cc076034fa088b7fc1b482bccc60f5e645d54661c3034a090bc4d0
|
| 3 |
+
size 439703544
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
| 1 |
+
{
|
| 2 |
+
"cls_token": "[CLS]",
|
| 3 |
+
"mask_token": "[MASK]",
|
| 4 |
+
"pad_token": "[PAD]",
|
| 5 |
+
"sep_token": "[SEP]",
|
| 6 |
+
"unk_token": "[UNK]"
|
| 7 |
+
}
|
tokenizer.json
ADDED
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tokenizer_config.json
ADDED
|
@@ -0,0 +1,58 @@
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|
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "[PAD]",
|
| 5 |
+
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|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"101": {
|
| 12 |
+
"content": "[UNK]",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"102": {
|
| 20 |
+
"content": "[CLS]",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"103": {
|
| 28 |
+
"content": "[SEP]",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"104": {
|
| 36 |
+
"content": "[MASK]",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"clean_up_tokenization_spaces": true,
|
| 45 |
+
"cls_token": "[CLS]",
|
| 46 |
+
"do_basic_tokenize": true,
|
| 47 |
+
"do_lower_case": true,
|
| 48 |
+
"extra_special_tokens": {},
|
| 49 |
+
"mask_token": "[MASK]",
|
| 50 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 51 |
+
"never_split": null,
|
| 52 |
+
"pad_token": "[PAD]",
|
| 53 |
+
"sep_token": "[SEP]",
|
| 54 |
+
"strip_accents": null,
|
| 55 |
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"tokenize_chinese_chars": true,
|
| 56 |
+
"tokenizer_class": "BertTokenizer",
|
| 57 |
+
"unk_token": "[UNK]"
|
| 58 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:4b394b2580e4601c43e6b87b14cc1338633a74c5656c0417be2ec4e302c067c0
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| 3 |
+
size 5496
|
vocab.txt
ADDED
|
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|
|