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- .gitattributes +4 -0
- README.md +16 -0
- context_bert/config.json +20 -0
- context_bert/model_weights.hdf5 +3 -0
- context_bert/transformer-config.json +25 -0
- context_bert/transformer-tokenizer/special_tokens_map.json +1 -0
- context_bert/transformer-tokenizer/tokenizer.json +0 -0
- context_bert/transformer-tokenizer/tokenizer_config.json +1 -0
- context_bert/transformer-tokenizer/vocab.txt +0 -0
- context_creation_bert/config.json +19 -0
- context_creation_bert/transformer-config.json +25 -0
- context_creation_bert/transformer-tokenizer/special_tokens_map.json +1 -0
- context_creation_bert/transformer-tokenizer/tokenizer.json +0 -0
- context_creation_bert/transformer-tokenizer/tokenizer_config.json +1 -0
- context_creation_bert/transformer-tokenizer/vocab.txt +0 -0
- context_shared_bert/config.json +19 -0
- context_shared_bert/transformer-config.json +25 -0
- context_shared_bert/transformer-tokenizer/special_tokens_map.json +1 -0
- context_shared_bert/transformer-tokenizer/tokenizer.json +0 -0
- context_shared_bert/transformer-tokenizer/tokenizer_config.json +1 -0
- context_shared_bert/transformer-tokenizer/vocab.txt +0 -0
- context_used_bert/config.json +19 -0
- context_used_bert/model_weights.hdf5 +3 -0
- context_used_bert/transformer-config.json +25 -0
- context_used_bert/transformer-tokenizer/special_tokens_map.json +1 -0
- context_used_bert/transformer-tokenizer/tokenizer.json +0 -0
- context_used_bert/transformer-tokenizer/tokenizer_config.json +1 -0
- context_used_bert/transformer-tokenizer/vocab.txt +0 -0
- software-BERT/config.json +38 -0
- software-BERT/model_weights.hdf5 +3 -0
- software-BERT/preprocessor.json +596 -0
- software-BERT/transformer-config.json +21 -0
- software-BERT/transformer-tokenizer/special_tokens_map.json +7 -0
- software-BERT/transformer-tokenizer/tokenizer.json +0 -0
- software-BERT/transformer-tokenizer/tokenizer_config.json +17 -0
- software-BERT/transformer-tokenizer/vocab.txt +0 -0
- software-BERT_CRF/config.json +38 -0
- software-BERT_CRF/model_weights.hdf5 +3 -0
- software-BERT_CRF/preprocessor.json +592 -0
- software-BERT_CRF/transformer-config.json +21 -0
- software-BERT_CRF/transformer-tokenizer/special_tokens_map.json +7 -0
- software-BERT_CRF/transformer-tokenizer/tokenizer.json +0 -0
- software-BERT_CRF/transformer-tokenizer/tokenizer_config.json +17 -0
- software-BERT_CRF/transformer-tokenizer/vocab.txt +0 -0
- software-type-BERT_CRF/config.json +38 -0
- software-type-BERT_CRF/preprocessor.json +343 -0
- software-type-BERT_CRF/transformer-config.json +25 -0
- software-type-BERT_CRF/transformer-tokenizer/special_tokens_map.json +7 -0
- software-type-BERT_CRF/transformer-tokenizer/tokenizer.json +0 -0
- software-type-BERT_CRF/transformer-tokenizer/tokenizer_config.json +15 -0
.gitattributes
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@@ -33,3 +33,7 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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software-BERT_CRF/model_weights.hdf5 filter=lfs diff=lfs merge=lfs -text
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context_bert/model_weights.hdf5 filter=lfs diff=lfs merge=lfs -text
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software-BERT/model_weights.hdf5 filter=lfs diff=lfs merge=lfs -text
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context_used_bert/model_weights.hdf5 filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: apache-2.0
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---
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# Softcite models developed in the SoFAIR EU Project
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The goal of this GROBID module is to recognize any software mentions in scholar textual documents, publisher XML and PDF.
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It uses as training data the Softcite Dataset developed by James Howison Lab at the University of Texas at Austin.
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This annotated corpus and the present software text mining component have been developed supported by a grant from the Alfred P. Sloan foundation to improve credit for research software.
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Github: https://github.com/softcite/software-mentions
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Original author: Patrice Lopez
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Current authors: SoFAIR Project
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These models have been migrated from AWS S3.
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context_bert/config.json
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{
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"model_name": "context_bert",
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"architecture": "bert",
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"char_embedding_size": 25,
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"recurrent_dropout": 0.25,
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"maxlen": 100,
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"dense_size": 32,
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"use_char_feature": false,
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"list_classes": [
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"used",
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"creation",
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"shared"
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],
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"fold_number": 1,
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"batch_size": 32,
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"transformer_name": "michiyasunaga/LinkBERT-base"
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}
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context_bert/model_weights.hdf5
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version https://git-lfs.github.com/spec/v1
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oid sha256:e0ea2189fa380300c38d697ee7edf59881177ec8fa844275c7718152b66be449
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size 433524128
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context_bert/transformer-config.json
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{
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"_name_or_path": "michiyasunaga/LinkBERT-base",
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"architectures": [
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"BertModel"
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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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"gradient_checkpointing": false,
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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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"initializer_range": 0.02,
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"intermediate_size": 3072,
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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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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"transformers_version": "4.15.0",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 28996
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}
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context_bert/transformer-tokenizer/special_tokens_map.json
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{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
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context_bert/transformer-tokenizer/tokenizer.json
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context_bert/transformer-tokenizer/tokenizer_config.json
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{"do_lower_case": false, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "michiyasunaga/LinkBERT-base", "add_special_tokens": true, "max_length": 100, "add_prefix_space": true, "tokenizer_class": "BertTokenizer"}
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context_bert/transformer-tokenizer/vocab.txt
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context_creation_bert/config.json
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{
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"model_name": "context_creation_bert",
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"architecture": "bert",
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"embeddings_name": null,
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"char_embedding_size": 25,
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"dropout": 0.5,
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"recurrent_dropout": 0.25,
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"maxlen": 100,
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"dense_size": 32,
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"use_char_feature": false,
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"list_classes": [
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"creation",
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"not_creation"
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],
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"fold_number": 1,
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"batch_size": 32,
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"transformer_name": "michiyasunaga/LinkBERT-base"
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}
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context_creation_bert/transformer-config.json
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{
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"_name_or_path": "michiyasunaga/LinkBERT-base",
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"architectures": [
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"BertModel"
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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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"gradient_checkpointing": false,
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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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"initializer_range": 0.02,
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"intermediate_size": 3072,
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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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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"transformers_version": "4.15.0",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 28996
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}
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context_creation_bert/transformer-tokenizer/special_tokens_map.json
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{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
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context_creation_bert/transformer-tokenizer/tokenizer.json
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context_creation_bert/transformer-tokenizer/tokenizer_config.json
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{"do_lower_case": false, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "michiyasunaga/LinkBERT-base", "add_special_tokens": true, "max_length": 100, "add_prefix_space": true, "tokenizer_class": "BertTokenizer"}
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context_creation_bert/transformer-tokenizer/vocab.txt
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context_shared_bert/config.json
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{
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"model_name": "context_shared_bert",
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"architecture": "bert",
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"embeddings_name": null,
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"char_embedding_size": 25,
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"dropout": 0.5,
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"maxlen": 100,
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"dense_size": 32,
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"use_char_feature": false,
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"list_classes": [
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"shared",
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"not_shared"
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],
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"fold_number": 1,
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"batch_size": 32,
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"transformer_name": "michiyasunaga/LinkBERT-base"
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}
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context_shared_bert/transformer-config.json
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{
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"_name_or_path": "michiyasunaga/LinkBERT-base",
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"architectures": [
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"BertModel"
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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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"gradient_checkpointing": false,
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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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"initializer_range": 0.02,
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"intermediate_size": 3072,
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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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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"transformers_version": "4.15.0",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 28996
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}
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context_shared_bert/transformer-tokenizer/special_tokens_map.json
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{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
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{"do_lower_case": false, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "michiyasunaga/LinkBERT-base", "add_special_tokens": true, "max_length": 100, "add_prefix_space": true, "tokenizer_class": "BertTokenizer"}
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context_used_bert/config.json
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{
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"model_name": "context_used_bert",
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"architecture": "bert",
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"embeddings_name": null,
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"char_embedding_size": 25,
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"dropout": 0.5,
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"recurrent_dropout": 0.25,
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"maxlen": 100,
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| 10 |
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"dense_size": 32,
|
| 11 |
+
"use_char_feature": false,
|
| 12 |
+
"list_classes": [
|
| 13 |
+
"used",
|
| 14 |
+
"not_used"
|
| 15 |
+
],
|
| 16 |
+
"fold_number": 1,
|
| 17 |
+
"batch_size": 32,
|
| 18 |
+
"transformer_name": "michiyasunaga/LinkBERT-base"
|
| 19 |
+
}
|
context_used_bert/model_weights.hdf5
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:95ea068e2ab8ed28b22c984e32ac8ad0f8b6105c100d00ef9cad8b4dffb1be75
|
| 3 |
+
size 433521056
|
context_used_bert/transformer-config.json
ADDED
|
@@ -0,0 +1,25 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "michiyasunaga/LinkBERT-base",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"BertModel"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"classifier_dropout": null,
|
| 8 |
+
"gradient_checkpointing": false,
|
| 9 |
+
"hidden_act": "gelu",
|
| 10 |
+
"hidden_dropout_prob": 0.1,
|
| 11 |
+
"hidden_size": 768,
|
| 12 |
+
"initializer_range": 0.02,
|
| 13 |
+
"intermediate_size": 3072,
|
| 14 |
+
"layer_norm_eps": 1e-12,
|
| 15 |
+
"max_position_embeddings": 512,
|
| 16 |
+
"model_type": "bert",
|
| 17 |
+
"num_attention_heads": 12,
|
| 18 |
+
"num_hidden_layers": 12,
|
| 19 |
+
"pad_token_id": 0,
|
| 20 |
+
"position_embedding_type": "absolute",
|
| 21 |
+
"transformers_version": "4.15.0",
|
| 22 |
+
"type_vocab_size": 2,
|
| 23 |
+
"use_cache": true,
|
| 24 |
+
"vocab_size": 28996
|
| 25 |
+
}
|
context_used_bert/transformer-tokenizer/special_tokens_map.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
|
context_used_bert/transformer-tokenizer/tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
context_used_bert/transformer-tokenizer/tokenizer_config.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"do_lower_case": false, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "michiyasunaga/LinkBERT-base", "add_special_tokens": true, "max_length": 100, "add_prefix_space": true, "tokenizer_class": "BertTokenizer"}
|
context_used_bert/transformer-tokenizer/vocab.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
software-BERT/config.json
ADDED
|
@@ -0,0 +1,38 @@
|
|
|
|
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|
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|
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|
|
|
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|
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|
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|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_name": "software-BERT",
|
| 3 |
+
"architecture": "BERT",
|
| 4 |
+
"embeddings_name": null,
|
| 5 |
+
"char_vocab_size": 549,
|
| 6 |
+
"case_vocab_size": 8,
|
| 7 |
+
"char_embedding_size": 25,
|
| 8 |
+
"num_char_lstm_units": 25,
|
| 9 |
+
"max_char_length": 30,
|
| 10 |
+
"features_vocabulary_size": 12,
|
| 11 |
+
"features_indices": null,
|
| 12 |
+
"features_embedding_size": 4,
|
| 13 |
+
"features_lstm_units": 4,
|
| 14 |
+
"max_sequence_length": 512,
|
| 15 |
+
"word_embedding_size": 0,
|
| 16 |
+
"num_word_lstm_units": 100,
|
| 17 |
+
"case_embedding_size": 5,
|
| 18 |
+
"dropout": 0.5,
|
| 19 |
+
"recurrent_dropout": 0.5,
|
| 20 |
+
"use_crf": false,
|
| 21 |
+
"use_chain_crf": false,
|
| 22 |
+
"fold_number": 1,
|
| 23 |
+
"batch_size": 8,
|
| 24 |
+
"transformer_name": "allenai/scibert_scivocab_cased/dir",
|
| 25 |
+
"use_ELMo": false,
|
| 26 |
+
"labels": {
|
| 27 |
+
"<PAD>": 0,
|
| 28 |
+
"B-<creator>": 1,
|
| 29 |
+
"B-<software>": 2,
|
| 30 |
+
"B-<url>": 3,
|
| 31 |
+
"B-<version>": 4,
|
| 32 |
+
"I-<creator>": 5,
|
| 33 |
+
"I-<software>": 6,
|
| 34 |
+
"I-<url>": 7,
|
| 35 |
+
"I-<version>": 8,
|
| 36 |
+
"O": 9
|
| 37 |
+
}
|
| 38 |
+
}
|
software-BERT/model_weights.hdf5
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
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oid sha256:14c716b7ab2d945de3a838e009a5ebb4303292ec454d5c078e9dfb441a987ae8
|
| 3 |
+
size 440060072
|
software-BERT/preprocessor.json
ADDED
|
@@ -0,0 +1,596 @@
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|
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|
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|
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|
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|
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|
| 571 |
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},
|
| 572 |
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|
| 573 |
+
"<PAD>",
|
| 574 |
+
"numeric",
|
| 575 |
+
"allLower",
|
| 576 |
+
"allUpper",
|
| 577 |
+
"initialUpper",
|
| 578 |
+
"other",
|
| 579 |
+
"mainly_numeric",
|
| 580 |
+
"contains_digit"
|
| 581 |
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],
|
| 582 |
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|
| 583 |
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|
| 584 |
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|
| 585 |
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"0": "<PAD>",
|
| 586 |
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|
| 587 |
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|
| 588 |
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|
| 589 |
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|
| 590 |
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| 591 |
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|
| 592 |
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|
| 593 |
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"8": "I-<version>",
|
| 594 |
+
"9": "O"
|
| 595 |
+
}
|
| 596 |
+
}
|
software-BERT/transformer-config.json
ADDED
|
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "/srv/storage/[email protected]/lfoppiano/embeddings/scibert_scivocab_cased",
|
| 3 |
+
"attention_probs_dropout_prob": 0.1,
|
| 4 |
+
"classifier_dropout": null,
|
| 5 |
+
"hidden_act": "gelu",
|
| 6 |
+
"hidden_dropout_prob": 0.1,
|
| 7 |
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"hidden_size": 768,
|
| 8 |
+
"initializer_range": 0.02,
|
| 9 |
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"intermediate_size": 3072,
|
| 10 |
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"layer_norm_eps": 1e-12,
|
| 11 |
+
"max_position_embeddings": 512,
|
| 12 |
+
"model_type": "bert",
|
| 13 |
+
"num_attention_heads": 12,
|
| 14 |
+
"num_hidden_layers": 12,
|
| 15 |
+
"pad_token_id": 0,
|
| 16 |
+
"position_embedding_type": "absolute",
|
| 17 |
+
"transformers_version": "4.33.2",
|
| 18 |
+
"type_vocab_size": 2,
|
| 19 |
+
"use_cache": true,
|
| 20 |
+
"vocab_size": 31116
|
| 21 |
+
}
|
software-BERT/transformer-tokenizer/special_tokens_map.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cls_token": "[CLS]",
|
| 3 |
+
"mask_token": "[MASK]",
|
| 4 |
+
"pad_token": "[PAD]",
|
| 5 |
+
"sep_token": "[SEP]",
|
| 6 |
+
"unk_token": "[UNK]"
|
| 7 |
+
}
|
software-BERT/transformer-tokenizer/tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
software-BERT/transformer-tokenizer/tokenizer_config.json
ADDED
|
@@ -0,0 +1,17 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": true,
|
| 3 |
+
"clean_up_tokenization_spaces": true,
|
| 4 |
+
"cls_token": "[CLS]",
|
| 5 |
+
"do_basic_tokenize": true,
|
| 6 |
+
"do_lower_case": true,
|
| 7 |
+
"mask_token": "[MASK]",
|
| 8 |
+
"max_length": 512,
|
| 9 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 10 |
+
"never_split": null,
|
| 11 |
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"pad_token": "[PAD]",
|
| 12 |
+
"sep_token": "[SEP]",
|
| 13 |
+
"strip_accents": null,
|
| 14 |
+
"tokenize_chinese_chars": true,
|
| 15 |
+
"tokenizer_class": "BertTokenizer",
|
| 16 |
+
"unk_token": "[UNK]"
|
| 17 |
+
}
|
software-BERT/transformer-tokenizer/vocab.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
software-BERT_CRF/config.json
ADDED
|
@@ -0,0 +1,38 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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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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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_name": "software-BERT_CRF",
|
| 3 |
+
"architecture": "BERT_CRF",
|
| 4 |
+
"embeddings_name": null,
|
| 5 |
+
"char_vocab_size": 545,
|
| 6 |
+
"case_vocab_size": 8,
|
| 7 |
+
"char_embedding_size": 25,
|
| 8 |
+
"num_char_lstm_units": 25,
|
| 9 |
+
"max_char_length": 30,
|
| 10 |
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"features_vocabulary_size": 12,
|
| 11 |
+
"features_indices": null,
|
| 12 |
+
"features_embedding_size": 4,
|
| 13 |
+
"features_lstm_units": 4,
|
| 14 |
+
"max_sequence_length": 512,
|
| 15 |
+
"word_embedding_size": 0,
|
| 16 |
+
"num_word_lstm_units": 100,
|
| 17 |
+
"case_embedding_size": 5,
|
| 18 |
+
"dropout": 0.5,
|
| 19 |
+
"recurrent_dropout": 0.5,
|
| 20 |
+
"use_crf": true,
|
| 21 |
+
"use_chain_crf": false,
|
| 22 |
+
"fold_number": 1,
|
| 23 |
+
"batch_size": 8,
|
| 24 |
+
"transformer_name": "allenai/scibert_scivocab_cased/dir",
|
| 25 |
+
"use_ELMo": false,
|
| 26 |
+
"labels": {
|
| 27 |
+
"<PAD>": 0,
|
| 28 |
+
"B-<creator>": 1,
|
| 29 |
+
"B-<software>": 2,
|
| 30 |
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"B-<url>": 3,
|
| 31 |
+
"B-<version>": 4,
|
| 32 |
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"I-<creator>": 5,
|
| 33 |
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"I-<software>": 6,
|
| 34 |
+
"I-<url>": 7,
|
| 35 |
+
"I-<version>": 8,
|
| 36 |
+
"O": 9
|
| 37 |
+
}
|
| 38 |
+
}
|
software-BERT_CRF/model_weights.hdf5
ADDED
|
@@ -0,0 +1,3 @@
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|
|
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|
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|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:a71a32c7f372dad4f51c3018114cbaa2dd0575a50e9f1cc5c4797b04d5f6614d
|
| 3 |
+
size 440058504
|
software-BERT_CRF/preprocessor.json
ADDED
|
@@ -0,0 +1,592 @@
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|
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|
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| 1 |
+
{
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| 2 |
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| 3 |
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| 6 |
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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| 415 |
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| 430 |
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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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|
| 469 |
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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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|
| 478 |
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|
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|
| 480 |
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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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|
| 487 |
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|
| 488 |
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|
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|
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|
| 491 |
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|
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|
| 493 |
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|
| 494 |
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|
| 495 |
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|
| 496 |
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|
| 497 |
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|
| 498 |
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|
| 499 |
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|
| 500 |
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|
| 501 |
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|
| 502 |
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|
| 503 |
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|
| 504 |
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|
| 505 |
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|
| 506 |
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|
| 507 |
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|
| 508 |
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|
| 509 |
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|
| 510 |
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|
| 511 |
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|
| 512 |
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|
| 513 |
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|
| 514 |
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|
| 515 |
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|
| 516 |
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|
| 517 |
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|
| 518 |
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|
| 519 |
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|
| 520 |
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|
| 521 |
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|
| 522 |
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|
| 523 |
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|
| 524 |
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|
| 525 |
+
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|
| 526 |
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|
| 527 |
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|
| 528 |
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|
| 529 |
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|
| 530 |
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|
| 531 |
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|
| 532 |
+
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|
| 533 |
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|
| 534 |
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|
| 535 |
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|
| 536 |
+
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|
| 537 |
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|
| 538 |
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|
| 539 |
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|
| 540 |
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"\ud835\udc5f": 530,
|
| 541 |
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"\ud835\udc61": 531,
|
| 542 |
+
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|
| 543 |
+
"\ud835\udd3c": 533,
|
| 544 |
+
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|
| 545 |
+
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|
| 546 |
+
"\ud835\udefd": 536,
|
| 547 |
+
"\ud835\udefe": 537,
|
| 548 |
+
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|
| 549 |
+
"\ud835\udf03": 539,
|
| 550 |
+
"\ud835\udf06": 540,
|
| 551 |
+
"\ud835\udf07": 541,
|
| 552 |
+
"\ud835\udf0b": 542,
|
| 553 |
+
"\ud835\udf0d": 543,
|
| 554 |
+
"\ud835\udf15": 544
|
| 555 |
+
},
|
| 556 |
+
"vocab_tag": {
|
| 557 |
+
"<PAD>": 0,
|
| 558 |
+
"B-<creator>": 1,
|
| 559 |
+
"B-<software>": 2,
|
| 560 |
+
"B-<url>": 3,
|
| 561 |
+
"B-<version>": 4,
|
| 562 |
+
"I-<creator>": 5,
|
| 563 |
+
"I-<software>": 6,
|
| 564 |
+
"I-<url>": 7,
|
| 565 |
+
"I-<version>": 8,
|
| 566 |
+
"O": 9
|
| 567 |
+
},
|
| 568 |
+
"vocab_case": [
|
| 569 |
+
"<PAD>",
|
| 570 |
+
"numeric",
|
| 571 |
+
"allLower",
|
| 572 |
+
"allUpper",
|
| 573 |
+
"initialUpper",
|
| 574 |
+
"other",
|
| 575 |
+
"mainly_numeric",
|
| 576 |
+
"contains_digit"
|
| 577 |
+
],
|
| 578 |
+
"max_char_length": 30,
|
| 579 |
+
"feature_preprocessor": null,
|
| 580 |
+
"indice_tag": {
|
| 581 |
+
"0": "<PAD>",
|
| 582 |
+
"1": "B-<creator>",
|
| 583 |
+
"2": "B-<software>",
|
| 584 |
+
"3": "B-<url>",
|
| 585 |
+
"4": "B-<version>",
|
| 586 |
+
"5": "I-<creator>",
|
| 587 |
+
"6": "I-<software>",
|
| 588 |
+
"7": "I-<url>",
|
| 589 |
+
"8": "I-<version>",
|
| 590 |
+
"9": "O"
|
| 591 |
+
}
|
| 592 |
+
}
|
software-BERT_CRF/transformer-config.json
ADDED
|
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "/srv/storage/[email protected]/lfoppiano/embeddings/scibert_scivocab_cased",
|
| 3 |
+
"attention_probs_dropout_prob": 0.1,
|
| 4 |
+
"classifier_dropout": null,
|
| 5 |
+
"hidden_act": "gelu",
|
| 6 |
+
"hidden_dropout_prob": 0.1,
|
| 7 |
+
"hidden_size": 768,
|
| 8 |
+
"initializer_range": 0.02,
|
| 9 |
+
"intermediate_size": 3072,
|
| 10 |
+
"layer_norm_eps": 1e-12,
|
| 11 |
+
"max_position_embeddings": 512,
|
| 12 |
+
"model_type": "bert",
|
| 13 |
+
"num_attention_heads": 12,
|
| 14 |
+
"num_hidden_layers": 12,
|
| 15 |
+
"pad_token_id": 0,
|
| 16 |
+
"position_embedding_type": "absolute",
|
| 17 |
+
"transformers_version": "4.33.2",
|
| 18 |
+
"type_vocab_size": 2,
|
| 19 |
+
"use_cache": true,
|
| 20 |
+
"vocab_size": 31116
|
| 21 |
+
}
|
software-BERT_CRF/transformer-tokenizer/special_tokens_map.json
ADDED
|
@@ -0,0 +1,7 @@
|
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|
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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 |
+
}
|
software-BERT_CRF/transformer-tokenizer/tokenizer.json
ADDED
|
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|
|
software-BERT_CRF/transformer-tokenizer/tokenizer_config.json
ADDED
|
@@ -0,0 +1,17 @@
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|
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|
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|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": true,
|
| 3 |
+
"clean_up_tokenization_spaces": true,
|
| 4 |
+
"cls_token": "[CLS]",
|
| 5 |
+
"do_basic_tokenize": true,
|
| 6 |
+
"do_lower_case": true,
|
| 7 |
+
"mask_token": "[MASK]",
|
| 8 |
+
"max_length": 512,
|
| 9 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 10 |
+
"never_split": null,
|
| 11 |
+
"pad_token": "[PAD]",
|
| 12 |
+
"sep_token": "[SEP]",
|
| 13 |
+
"strip_accents": null,
|
| 14 |
+
"tokenize_chinese_chars": true,
|
| 15 |
+
"tokenizer_class": "BertTokenizer",
|
| 16 |
+
"unk_token": "[UNK]"
|
| 17 |
+
}
|
software-BERT_CRF/transformer-tokenizer/vocab.txt
ADDED
|
The diff for this file is too large to render.
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|
|
|
software-type-BERT_CRF/config.json
ADDED
|
@@ -0,0 +1,38 @@
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|
|
|
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|
|
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|
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|
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|
|
|
|
|
|
|
|
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|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_name": "software-type-BERT_CRF",
|
| 3 |
+
"architecture": "BERT_CRF",
|
| 4 |
+
"embeddings_name": null,
|
| 5 |
+
"char_vocab_size": 296,
|
| 6 |
+
"case_vocab_size": 8,
|
| 7 |
+
"char_embedding_size": 25,
|
| 8 |
+
"num_char_lstm_units": 25,
|
| 9 |
+
"max_char_length": 30,
|
| 10 |
+
"features_vocabulary_size": 12,
|
| 11 |
+
"features_indices": null,
|
| 12 |
+
"features_embedding_size": 4,
|
| 13 |
+
"features_lstm_units": 4,
|
| 14 |
+
"max_sequence_length": 512,
|
| 15 |
+
"word_embedding_size": 0,
|
| 16 |
+
"num_word_lstm_units": 100,
|
| 17 |
+
"case_embedding_size": 5,
|
| 18 |
+
"dropout": 0.5,
|
| 19 |
+
"recurrent_dropout": 0.5,
|
| 20 |
+
"use_crf": true,
|
| 21 |
+
"use_chain_crf": false,
|
| 22 |
+
"fold_number": 1,
|
| 23 |
+
"batch_size": 8,
|
| 24 |
+
"transformer_name": "michiyasunaga/LinkBERT-basecased",
|
| 25 |
+
"use_ELMo": false,
|
| 26 |
+
"labels": {
|
| 27 |
+
"<PAD>": 0,
|
| 28 |
+
"B-<component>": 1,
|
| 29 |
+
"B-<environment>": 2,
|
| 30 |
+
"B-<implicit>": 3,
|
| 31 |
+
"B-<language>": 4,
|
| 32 |
+
"I-<component>": 5,
|
| 33 |
+
"I-<environment>": 6,
|
| 34 |
+
"I-<implicit>": 7,
|
| 35 |
+
"I-<language>": 8,
|
| 36 |
+
"O": 9
|
| 37 |
+
}
|
| 38 |
+
}
|
software-type-BERT_CRF/preprocessor.json
ADDED
|
@@ -0,0 +1,343 @@
|
|
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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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|
| 1 |
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{
|
| 2 |
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"padding": true,
|
| 3 |
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"return_lengths": false,
|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
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|
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")": 10,
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",": 13,
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|
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|
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|
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
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|
| 35 |
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|
| 37 |
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":": 27,
|
| 38 |
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";": 28,
|
| 39 |
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|
| 40 |
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|
| 41 |
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">": 31,
|
| 42 |
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"?": 32,
|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
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|
| 51 |
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|
| 52 |
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|
| 53 |
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| 55 |
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| 56 |
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| 57 |
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|
| 58 |
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|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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| 65 |
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|
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| 68 |
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| 69 |
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"[": 60,
|
| 71 |
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"]": 61,
|
| 72 |
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"`": 64,
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| 75 |
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|
| 76 |
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| 77 |
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| 78 |
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| 79 |
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| 80 |
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| 81 |
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| 83 |
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| 84 |
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| 86 |
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| 87 |
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| 100 |
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| 104 |
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| 128 |
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| 129 |
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| 130 |
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| 131 |
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|
| 132 |
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|
| 133 |
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|
| 134 |
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|
| 135 |
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|
| 136 |
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|
| 137 |
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|
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|
| 139 |
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|
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|
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|
| 142 |
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|
| 143 |
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|
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|
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|
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| 150 |
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|
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|
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|
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|
| 157 |
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|
| 158 |
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|
| 159 |
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|
| 160 |
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|
| 161 |
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|
| 162 |
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| 163 |
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|
| 164 |
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|
| 165 |
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|
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|
| 167 |
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| 168 |
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|
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|
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|
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|
| 177 |
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| 178 |
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|
| 179 |
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|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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|
| 184 |
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|
| 185 |
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|
| 186 |
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|
| 187 |
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|
| 188 |
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|
| 189 |
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|
| 190 |
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|
| 191 |
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|
| 192 |
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|
| 193 |
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|
| 194 |
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|
| 195 |
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|
| 196 |
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|
| 197 |
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|
| 198 |
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|
| 199 |
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|
| 200 |
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|
| 201 |
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|
| 202 |
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|
| 203 |
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|
| 204 |
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|
| 205 |
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|
| 206 |
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|
| 207 |
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|
| 208 |
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|
| 209 |
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|
| 210 |
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|
| 211 |
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|
| 212 |
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|
| 213 |
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|
| 214 |
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|
| 215 |
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|
| 216 |
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|
| 217 |
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|
| 218 |
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|
| 219 |
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|
| 220 |
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|
| 221 |
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|
| 222 |
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|
| 223 |
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|
| 224 |
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|
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|
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|
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|
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|
| 229 |
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|
| 230 |
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|
| 231 |
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|
| 232 |
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|
| 233 |
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|
| 234 |
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|
| 235 |
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|
| 236 |
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|
| 237 |
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|
| 238 |
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|
| 239 |
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|
| 240 |
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|
| 241 |
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|
| 242 |
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|
| 243 |
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|
| 244 |
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"\u221a": 234,
|
| 245 |
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"\u221e": 235,
|
| 246 |
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|
| 247 |
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|
| 248 |
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"\u2260": 238,
|
| 249 |
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"\u2261": 239,
|
| 250 |
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"\u2264": 240,
|
| 251 |
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|
| 252 |
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|
| 253 |
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|
| 254 |
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"\u233a": 244,
|
| 255 |
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"\u233d": 245,
|
| 256 |
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"\u2423": 246,
|
| 257 |
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|
| 258 |
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"\u2425": 248,
|
| 259 |
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"\u24c7": 249,
|
| 260 |
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|
| 261 |
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|
| 262 |
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|
| 263 |
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|
| 264 |
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|
| 265 |
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|
| 266 |
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|
| 267 |
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|
| 268 |
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|
| 269 |
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"\ue039": 259,
|
| 270 |
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|
| 271 |
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|
| 272 |
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|
| 273 |
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|
| 274 |
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|
| 275 |
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|
| 276 |
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|
| 277 |
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|
| 278 |
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|
| 279 |
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|
| 280 |
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|
| 281 |
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|
| 282 |
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|
| 283 |
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|
| 284 |
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|
| 285 |
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|
| 286 |
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"\uf0b1": 276,
|
| 287 |
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|
| 288 |
+
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|
| 289 |
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"\uf0b9": 279,
|
| 290 |
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"\uf643": 280,
|
| 291 |
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"\uf644": 281,
|
| 292 |
+
"\uf645": 282,
|
| 293 |
+
"\uf64b": 283,
|
| 294 |
+
"\uf64c": 284,
|
| 295 |
+
"\uf76d": 285,
|
| 296 |
+
"\uff1a": 286,
|
| 297 |
+
"\uff1c": 287,
|
| 298 |
+
"\uff1e": 288,
|
| 299 |
+
"\ufffd": 289,
|
| 300 |
+
"\ud835\udc42": 290,
|
| 301 |
+
"\ud835\udc56": 291,
|
| 302 |
+
"\ud835\udc57": 292,
|
| 303 |
+
"\ud835\udc61": 293,
|
| 304 |
+
"\ud835\udefc": 294,
|
| 305 |
+
"\ud835\udeff": 295
|
| 306 |
+
},
|
| 307 |
+
"vocab_tag": {
|
| 308 |
+
"<PAD>": 0,
|
| 309 |
+
"B-<component>": 1,
|
| 310 |
+
"B-<environment>": 2,
|
| 311 |
+
"B-<implicit>": 3,
|
| 312 |
+
"B-<language>": 4,
|
| 313 |
+
"I-<component>": 5,
|
| 314 |
+
"I-<environment>": 6,
|
| 315 |
+
"I-<implicit>": 7,
|
| 316 |
+
"I-<language>": 8,
|
| 317 |
+
"O": 9
|
| 318 |
+
},
|
| 319 |
+
"vocab_case": [
|
| 320 |
+
"<PAD>",
|
| 321 |
+
"numeric",
|
| 322 |
+
"allLower",
|
| 323 |
+
"allUpper",
|
| 324 |
+
"initialUpper",
|
| 325 |
+
"other",
|
| 326 |
+
"mainly_numeric",
|
| 327 |
+
"contains_digit"
|
| 328 |
+
],
|
| 329 |
+
"max_char_length": 30,
|
| 330 |
+
"feature_preprocessor": null,
|
| 331 |
+
"indice_tag": {
|
| 332 |
+
"0": "<PAD>",
|
| 333 |
+
"1": "B-<component>",
|
| 334 |
+
"2": "B-<environment>",
|
| 335 |
+
"3": "B-<implicit>",
|
| 336 |
+
"4": "B-<language>",
|
| 337 |
+
"5": "I-<component>",
|
| 338 |
+
"6": "I-<environment>",
|
| 339 |
+
"7": "I-<implicit>",
|
| 340 |
+
"8": "I-<language>",
|
| 341 |
+
"9": "O"
|
| 342 |
+
}
|
| 343 |
+
}
|
software-type-BERT_CRF/transformer-config.json
ADDED
|
@@ -0,0 +1,25 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "/srv/storage/[email protected]/lfoppiano/embeddings/LinkBERT-base",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"BertModel"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"classifier_dropout": null,
|
| 8 |
+
"gradient_checkpointing": false,
|
| 9 |
+
"hidden_act": "gelu",
|
| 10 |
+
"hidden_dropout_prob": 0.1,
|
| 11 |
+
"hidden_size": 768,
|
| 12 |
+
"initializer_range": 0.02,
|
| 13 |
+
"intermediate_size": 3072,
|
| 14 |
+
"layer_norm_eps": 1e-12,
|
| 15 |
+
"max_position_embeddings": 512,
|
| 16 |
+
"model_type": "bert",
|
| 17 |
+
"num_attention_heads": 12,
|
| 18 |
+
"num_hidden_layers": 12,
|
| 19 |
+
"pad_token_id": 0,
|
| 20 |
+
"position_embedding_type": "absolute",
|
| 21 |
+
"transformers_version": "4.33.2",
|
| 22 |
+
"type_vocab_size": 2,
|
| 23 |
+
"use_cache": true,
|
| 24 |
+
"vocab_size": 28996
|
| 25 |
+
}
|
software-type-BERT_CRF/transformer-tokenizer/special_tokens_map.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cls_token": "[CLS]",
|
| 3 |
+
"mask_token": "[MASK]",
|
| 4 |
+
"pad_token": "[PAD]",
|
| 5 |
+
"sep_token": "[SEP]",
|
| 6 |
+
"unk_token": "[UNK]"
|
| 7 |
+
}
|
software-type-BERT_CRF/transformer-tokenizer/tokenizer.json
ADDED
|
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|
|
|
software-type-BERT_CRF/transformer-tokenizer/tokenizer_config.json
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": true,
|
| 3 |
+
"clean_up_tokenization_spaces": true,
|
| 4 |
+
"cls_token": "[CLS]",
|
| 5 |
+
"do_lower_case": false,
|
| 6 |
+
"mask_token": "[MASK]",
|
| 7 |
+
"max_length": 512,
|
| 8 |
+
"model_max_length": 512,
|
| 9 |
+
"pad_token": "[PAD]",
|
| 10 |
+
"sep_token": "[SEP]",
|
| 11 |
+
"strip_accents": null,
|
| 12 |
+
"tokenize_chinese_chars": true,
|
| 13 |
+
"tokenizer_class": "BertTokenizer",
|
| 14 |
+
"unk_token": "[UNK]"
|
| 15 |
+
}
|