Saving best model of SciBERT_TwoWayLoss_25K_bs64_P10_N5 to hub
Browse files- README.md +71 -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 +15 -0
- train_results.json +7 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
ADDED
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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: SciBERT_TwoWayLoss_25K_bs64_P10_N5
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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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# SciBERT_TwoWayLoss_25K_bs64_P10_N5
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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: 15.1250
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- Accuracy: 0.7066
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- Precision: 0.0321
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- Recall: 0.9982
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- F1: 0.0622
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- Hamming: 0.2934
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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: 64
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- eval_batch_size: 64
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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: 25000
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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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| 28.5732 | 0.16 | 5000 | 26.4288 | 0.6945 | 0.0307 | 0.9910 | 0.0595 | 0.3055 |
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| 19.8755 | 0.32 | 10000 | 18.9620 | 0.7010 | 0.0315 | 0.9959 | 0.0610 | 0.2990 |
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| 17.1294 | 0.47 | 15000 | 16.5587 | 0.7021 | 0.0316 | 0.9970 | 0.0613 | 0.2979 |
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| 15.8209 | 0.63 | 20000 | 15.4919 | 0.7053 | 0.0320 | 0.9982 | 0.0620 | 0.2947 |
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| 15.4304 | 0.79 | 25000 | 15.1250 | 0.7066 | 0.0321 | 0.9982 | 0.0622 | 0.2934 |
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### Framework versions
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- Transformers 4.33.3
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- Pytorch 2.2.0.dev20231002
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- Datasets 2.7.1
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- Tokenizers 0.13.3
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all_results.json
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{
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"epoch": 0.79,
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"train_loss": 22.11730390625,
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"train_runtime": 25819.8145,
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"train_samples_per_second": 61.968,
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"train_steps_per_second": 0.968
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}
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config.json
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| 1 |
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{
|
| 2 |
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"_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 |
+
"id2label": {
|
| 12 |
+
"0": "adap-org",
|
| 13 |
+
"1": "alg-geom",
|
| 14 |
+
"2": "astro-ph",
|
| 15 |
+
"3": "astro-ph.CO",
|
| 16 |
+
"4": "astro-ph.EP",
|
| 17 |
+
"5": "astro-ph.GA",
|
| 18 |
+
"6": "astro-ph.HE",
|
| 19 |
+
"7": "astro-ph.IM",
|
| 20 |
+
"8": "astro-ph.SR",
|
| 21 |
+
"9": "atom-ph",
|
| 22 |
+
"10": "chao-dyn",
|
| 23 |
+
"11": "chem-ph",
|
| 24 |
+
"12": "cmp-lg",
|
| 25 |
+
"13": "comp-gas",
|
| 26 |
+
"14": "cond-mat",
|
| 27 |
+
"15": "cond-mat.dis-nn",
|
| 28 |
+
"16": "cond-mat.mes-hall",
|
| 29 |
+
"17": "cond-mat.mtrl-sci",
|
| 30 |
+
"18": "cond-mat.other",
|
| 31 |
+
"19": "cond-mat.quant-gas",
|
| 32 |
+
"20": "cond-mat.soft",
|
| 33 |
+
"21": "cond-mat.stat-mech",
|
| 34 |
+
"22": "cond-mat.str-el",
|
| 35 |
+
"23": "cond-mat.supr-con",
|
| 36 |
+
"24": "cs.AI",
|
| 37 |
+
"25": "cs.AR",
|
| 38 |
+
"26": "cs.CC",
|
| 39 |
+
"27": "cs.CE",
|
| 40 |
+
"28": "cs.CG",
|
| 41 |
+
"29": "cs.CL",
|
| 42 |
+
"30": "cs.CR",
|
| 43 |
+
"31": "cs.CV",
|
| 44 |
+
"32": "cs.CY",
|
| 45 |
+
"33": "cs.DB",
|
| 46 |
+
"34": "cs.DC",
|
| 47 |
+
"35": "cs.DL",
|
| 48 |
+
"36": "cs.DM",
|
| 49 |
+
"37": "cs.DS",
|
| 50 |
+
"38": "cs.ET",
|
| 51 |
+
"39": "cs.FL",
|
| 52 |
+
"40": "cs.GL",
|
| 53 |
+
"41": "cs.GR",
|
| 54 |
+
"42": "cs.GT",
|
| 55 |
+
"43": "cs.HC",
|
| 56 |
+
"44": "cs.IR",
|
| 57 |
+
"45": "cs.LG",
|
| 58 |
+
"46": "cs.LO",
|
| 59 |
+
"47": "cs.MA",
|
| 60 |
+
"48": "cs.MM",
|
| 61 |
+
"49": "cs.MS",
|
| 62 |
+
"50": "cs.NA",
|
| 63 |
+
"51": "cs.NE",
|
| 64 |
+
"52": "cs.NI",
|
| 65 |
+
"53": "cs.OH",
|
| 66 |
+
"54": "cs.OS",
|
| 67 |
+
"55": "cs.PF",
|
| 68 |
+
"56": "cs.PL",
|
| 69 |
+
"57": "cs.RO",
|
| 70 |
+
"58": "cs.SC",
|
| 71 |
+
"59": "cs.SD",
|
| 72 |
+
"60": "cs.SE",
|
| 73 |
+
"61": "cs.SI",
|
| 74 |
+
"62": "cs.SY",
|
| 75 |
+
"63": "dg-ga",
|
| 76 |
+
"64": "econ.EM",
|
| 77 |
+
"65": "econ.GN",
|
| 78 |
+
"66": "econ.TH",
|
| 79 |
+
"67": "eess.AS",
|
| 80 |
+
"68": "eess.IV",
|
| 81 |
+
"69": "eess.SP",
|
| 82 |
+
"70": "eess.SY",
|
| 83 |
+
"71": "funct-an",
|
| 84 |
+
"72": "gr-qc",
|
| 85 |
+
"73": "hep-ex",
|
| 86 |
+
"74": "hep-lat",
|
| 87 |
+
"75": "hep-ph",
|
| 88 |
+
"76": "hep-th",
|
| 89 |
+
"77": "math.AC",
|
| 90 |
+
"78": "math.AG",
|
| 91 |
+
"79": "math.AP",
|
| 92 |
+
"80": "math.AT",
|
| 93 |
+
"81": "math.CA",
|
| 94 |
+
"82": "math.CO",
|
| 95 |
+
"83": "math.CT",
|
| 96 |
+
"84": "math.CV",
|
| 97 |
+
"85": "math.DG",
|
| 98 |
+
"86": "math.DS",
|
| 99 |
+
"87": "math.FA",
|
| 100 |
+
"88": "math.GM",
|
| 101 |
+
"89": "math.GN",
|
| 102 |
+
"90": "math.GR",
|
| 103 |
+
"91": "math.GT",
|
| 104 |
+
"92": "math.HO",
|
| 105 |
+
"93": "math.KT",
|
| 106 |
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"94": "math.LO",
|
| 107 |
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"95": "math.MG",
|
| 108 |
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"96": "math.NA",
|
| 109 |
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"97": "math.NT",
|
| 110 |
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"98": "math.OA",
|
| 111 |
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"99": "math.OC",
|
| 112 |
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"100": "math.PR",
|
| 113 |
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"101": "math.QA",
|
| 114 |
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|
| 115 |
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"103": "math.RT",
|
| 116 |
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"104": "math.SG",
|
| 117 |
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"105": "math.SP",
|
| 118 |
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"106": "mtrl-th",
|
| 119 |
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|
| 120 |
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"108": "nlin.CD",
|
| 121 |
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"109": "nlin.CG",
|
| 122 |
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"110": "nlin.PS",
|
| 123 |
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"111": "nlin.SI",
|
| 124 |
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"112": "nucl-ex",
|
| 125 |
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"113": "nucl-th",
|
| 126 |
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"114": "patt-sol",
|
| 127 |
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"115": "physics.acc-ph",
|
| 128 |
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"116": "physics.ao-ph",
|
| 129 |
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"117": "physics.app-ph",
|
| 130 |
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"118": "physics.atm-clus",
|
| 131 |
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"119": "physics.atom-ph",
|
| 132 |
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"120": "physics.bio-ph",
|
| 133 |
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"121": "physics.chem-ph",
|
| 134 |
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"122": "physics.class-ph",
|
| 135 |
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"123": "physics.comp-ph",
|
| 136 |
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"124": "physics.data-an",
|
| 137 |
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"125": "physics.ed-ph",
|
| 138 |
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"126": "physics.flu-dyn",
|
| 139 |
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"127": "physics.gen-ph",
|
| 140 |
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"128": "physics.geo-ph",
|
| 141 |
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"129": "physics.hist-ph",
|
| 142 |
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"130": "physics.ins-det",
|
| 143 |
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"131": "physics.med-ph",
|
| 144 |
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"132": "physics.optics",
|
| 145 |
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"133": "physics.plasm-ph",
|
| 146 |
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"134": "physics.pop-ph",
|
| 147 |
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"135": "physics.soc-ph",
|
| 148 |
+
"136": "physics.space-ph",
|
| 149 |
+
"137": "q-alg",
|
| 150 |
+
"138": "q-bio.BM",
|
| 151 |
+
"139": "q-bio.CB",
|
| 152 |
+
"140": "q-bio.GN",
|
| 153 |
+
"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",
|
| 168 |
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"156": "q-fin.TR",
|
| 169 |
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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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|
| 174 |
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"162": "stat.ML",
|
| 175 |
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"163": "stat.OT",
|
| 176 |
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|
| 177 |
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|
| 178 |
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|
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| 319 |
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|
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|
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|
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|
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|
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| 336 |
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|
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|
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|
| 339 |
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|
| 340 |
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| 341 |
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|
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|
| 343 |
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|
| 344 |
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| 345 |
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|
| 346 |
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| 347 |
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| 348 |
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| 349 |
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|
| 350 |
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"position_embedding_type": "absolute",
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| 354 |
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"problem_type": "multi_label_classification",
|
| 355 |
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"torch_dtype": "float32",
|
| 356 |
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"transformers_version": "4.33.3",
|
| 357 |
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"type_vocab_size": 2,
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| 358 |
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"use_cache": true,
|
| 359 |
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"vocab_size": 31090
|
| 360 |
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pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
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|
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 440250222
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special_tokens_map.json
ADDED
|
@@ -0,0 +1,7 @@
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
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| 2 |
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"cls_token": "[CLS]",
|
| 3 |
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"mask_token": "[MASK]",
|
| 4 |
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"pad_token": "[PAD]",
|
| 5 |
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"sep_token": "[SEP]",
|
| 6 |
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"unk_token": "[UNK]"
|
| 7 |
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|
tokenizer.json
ADDED
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|
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
|
| 2 |
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"clean_up_tokenization_spaces": true,
|
| 3 |
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"cls_token": "[CLS]",
|
| 4 |
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"do_basic_tokenize": true,
|
| 5 |
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"do_lower_case": true,
|
| 6 |
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"mask_token": "[MASK]",
|
| 7 |
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"model_max_length": 1000000000000000019884624838656,
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| 8 |
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"pad_token": "[PAD]",
|
| 10 |
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"sep_token": "[SEP]",
|
| 11 |
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"strip_accents": null,
|
| 12 |
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"tokenize_chinese_chars": true,
|
| 13 |
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"tokenizer_class": "BertTokenizer",
|
| 14 |
+
"unk_token": "[UNK]"
|
| 15 |
+
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|
train_results.json
ADDED
|
@@ -0,0 +1,7 @@
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|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
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|
| 1 |
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{
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| 7 |
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training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
|
|
|
|
|
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:414c8bef0f21058aec54b38caa81235c491109c7a0706e5bc29155b0799a5c88
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size 4664
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vocab.txt
ADDED
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|
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