Saving best model of test_TwoWayLoss_25K_bs64_P4_N1 to hub
Browse files- README.md +68 -0
- all_results.json +7 -0
- config.json +360 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +57 -0
- train_results.json +7 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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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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metrics:
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- accuracy
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- precision
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- recall
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- f1
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model-index:
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- name: test_TwoWayLoss_25K_bs64_P4_N1
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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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# test_TwoWayLoss_25K_bs64_P4_N1
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This model is a fine-tuned version of [allenai/scibert_scivocab_uncased](https://huggingface.co/allenai/scibert_scivocab_uncased) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6265
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- Accuracy: 0.7094
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- Precision: 0.0099
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- Recall: 0.2915
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- F1: 0.0192
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- Hamming: 0.2906
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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: 8
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- eval_batch_size: 8
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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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- lr_scheduler_warmup_ratio: 0.1
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- training_steps: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 | Hamming |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:---------:|:------:|:------:|:-------:|
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| 0.6921 | 0.0 | 5 | 0.6507 | 0.6448 | 0.0101 | 0.3639 | 0.0196 | 0.3552 |
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| 0.6402 | 0.0 | 10 | 0.6265 | 0.7094 | 0.0099 | 0.2915 | 0.0192 | 0.2906 |
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### Framework versions
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- Transformers 4.35.0.dev0
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- Pytorch 2.0.1+cu118
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- Datasets 2.7.1
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- Tokenizers 0.14.1
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all_results.json
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{
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"epoch": 0.0,
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"train_loss": 0.6661087989807128,
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"train_runtime": 158.3661,
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"train_samples_per_second": 0.505,
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"train_steps_per_second": 0.063
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}
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config.json
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{
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"_name_or_path": "allenai/scibert_scivocab_uncased",
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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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"id2label": {
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"0": "adap-org",
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"4": "astro-ph.EP",
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"5": "astro-ph.GA",
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"6": "astro-ph.HE",
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"7": "astro-ph.IM",
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"8": "astro-ph.SR",
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"9": "atom-ph",
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"13": "comp-gas",
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"63": "dg-ga",
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"73": "hep-ex",
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"85": "math.DG",
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"89": "math.GN",
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"91": "math.GT",
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"93": "math.KT",
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"95": "math.MG",
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"96": "math.NA",
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"97": "math.NT",
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"98": "math.OA",
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"103": "math.RT",
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116 |
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"105": "math.SP",
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118 |
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"106": "mtrl-th",
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"107": "nlin.AO",
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"108": "nlin.CD",
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"109": "nlin.CG",
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122 |
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"110": "nlin.PS",
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123 |
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"111": "nlin.SI",
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124 |
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"112": "nucl-ex",
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125 |
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127 |
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|
131 |
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132 |
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133 |
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"132": "physics.optics",
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"135": "physics.soc-ph",
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"136": "physics.space-ph",
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"137": "q-alg",
|
150 |
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"138": "q-bio.BM",
|
151 |
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"139": "q-bio.CB",
|
152 |
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"140": "q-bio.GN",
|
153 |
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"141": "q-bio.MN",
|
154 |
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"142": "q-bio.NC",
|
155 |
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"143": "q-bio.OT",
|
156 |
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"144": "q-bio.PE",
|
157 |
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"145": "q-bio.QM",
|
158 |
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"146": "q-bio.SC",
|
159 |
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"147": "q-bio.TO",
|
160 |
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"148": "q-fin.CP",
|
161 |
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"149": "q-fin.EC",
|
162 |
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"150": "q-fin.GN",
|
163 |
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"151": "q-fin.MF",
|
164 |
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"152": "q-fin.PM",
|
165 |
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"153": "q-fin.PR",
|
166 |
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"154": "q-fin.RM",
|
167 |
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"155": "q-fin.ST",
|
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"156": "q-fin.TR",
|
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"157": "quant-ph",
|
170 |
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"158": "solv-int",
|
171 |
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"159": "stat.AP",
|
172 |
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"160": "stat.CO",
|
173 |
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"161": "stat.ME",
|
174 |
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"162": "stat.ML",
|
175 |
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"163": "stat.OT",
|
176 |
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"164": "supr-con"
|
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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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"adap-org": 0,
|
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"alg-geom": 1,
|
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"astro-ph": 2,
|
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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size 440249777
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special_tokens_map.json
ADDED
@@ -0,0 +1,7 @@
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|
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|
3 |
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|
4 |
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|
5 |
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|
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|
7 |
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tokenizer.json
ADDED
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|
tokenizer_config.json
ADDED
@@ -0,0 +1,57 @@
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|
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|
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|
3 |
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|
4 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
42 |
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|
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|
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|
45 |
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|
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|
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|
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|
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|
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|
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train_results.json
ADDED
@@ -0,0 +1,7 @@
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|
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training_args.bin
ADDED
@@ -0,0 +1,3 @@
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1 |
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version https://git-lfs.github.com/spec/v1
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size 4155
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vocab.txt
ADDED
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|
|