KoichiYasuoka commited on
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initial release

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README.md CHANGED
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- ---
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- license: cc-by-sa-4.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ language:
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+ - "en"
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+ tags:
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+ - "english"
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+ - "token-classification"
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+ - "pos"
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+ - "dependency-parsing"
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+ datasets:
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+ - "universal_dependencies"
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+ license: "cc-by-sa-4.0"
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+ pipeline_tag: "token-classification"
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+ ---
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+
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+ # roberta-base-english-upos
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+
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+ ## Model Description
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+
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+ This is a RoBERTa model pre-trained with [UD_English-EWT](https://github.com/UniversalDependencies/UD_English-EWT) for POS-tagging and dependency-parsing, derived from [roberta-base](https://huggingface.co/roberta-base). Every word is tagged by [UPOS](https://universaldependencies.org/u/pos/) (Universal Part-Of-Speech).
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+
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+ ## How to Use
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+
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+ ```py
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+ from transformers import AutoTokenizer,AutoModelForTokenClassification
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+ tokenizer=AutoTokenizer.from_pretrained("KoichiYasuoka/roberta-base-english-upos")
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+ model=AutoModelForTokenClassification.from_pretrained("KoichiYasuoka/roberta-base-english-upos")
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+ ```
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+
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+ or
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+
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+ ```py
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+ import esupar
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+ nlp=esupar.load("KoichiYasuoka/roberta-base-english-upos")
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+ ```
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+
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+ ## See Also
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+
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+ [esupar](https://github.com/KoichiYasuoka/esupar): Tokenizer POS-tagger and Dependency-parser with BERT/RoBERTa models
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+
config.json ADDED
@@ -0,0 +1,1500 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "architectures": [
3
+ "RobertaForTokenClassification"
4
+ ],
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+ "attention_probs_dropout_prob": 0.1,
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+ "bos_token_id": 0,
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+ "classifier_dropout": null,
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+ "eos_token_id": 2,
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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": "ADJ",
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+ "1": "ADP",
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+ "2": "ADP+PRON",
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+ "3": "ADV",
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+ "4": "ADV+AUX",
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+ "5": "ADV+PART",
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+ "6": "AUX",
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+ "7": "AUX+PART",
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+ "8": "B-ADJ",
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+ "9": "B-ADJ+ADJ",
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+ "10": "B-ADJ+NOUN",
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+ "11": "B-ADJ+NOUN+NOUN",
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+ "12": "B-ADJ+PART",
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+ "13": "B-ADJ+PROPN",
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+ "14": "B-ADJ+PUNCT",
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+ "15": "B-ADP",
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+ "16": "B-ADP+NOUN",
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+ "17": "B-ADV",
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+ "18": "B-ADV+AUX",
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+ "19": "B-ADV+PUNCT",
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+ "20": "B-AUX",
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+ "21": "B-AUX+PART",
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+ "22": "B-AUX+PART+VERB",
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+ "23": "B-AUX+VERB",
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+ "24": "B-CCONJ",
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+ "25": "B-DET",
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+ "26": "B-DET+AUX",
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+ "27": "B-DET+NOUN",
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+ "28": "B-INTJ",
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+ "29": "B-INTJ+PUNCT",
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+ "30": "B-NOUN",
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+ "31": "B-NOUN+AUX",
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+ "32": "B-NOUN+NOUN",
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+ "33": "B-NOUN+NOUN+VERB",
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+ "34": "B-NOUN+PART",
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+ "35": "B-NOUN+PUNCT",
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+ "36": "B-NOUN+VERB",
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+ "37": "B-NUM",
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+ "38": "B-PART",
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+ "39": "B-PRON",
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+ "40": "B-PRON+ADJ",
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+ "41": "B-PRON+ADV",
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+ "42": "B-PRON+AUX",
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+ "43": "B-PRON+PART",
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+ "44": "B-PRON+VERB",
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+ "45": "B-PROPN",
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+ "46": "B-PROPN+PART",
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+ "47": "B-PROPN+PROPN",
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+ "48": "B-PROPN+PUNCT",
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+ "49": "B-PUNCT",
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+ "50": "B-PUNCT+PUNCT",
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+ "51": "B-PUNCT+PUNCT+PUNCT",
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+ "52": "B-SCONJ",
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+ "53": "B-SYM",
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+ "54": "B-VERB",
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+ "55": "B-VERB+ADJ",
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+ "56": "B-VERB+ADJ+CCONJ",
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+ "57": "B-VERB+ADP",
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+ "58": "B-VERB+ADV",
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+ "59": "B-VERB+DET",
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+ "60": "B-VERB+NOUN",
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+ "61": "B-VERB+NOUN+NOUN",
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+ "62": "B-VERB+PART",
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+ "63": "B-VERB+PRON",
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+ "64": "B-VERB+SCONJ",
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+ "65": "B-X",
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+ "66": "B-X+PUNCT",
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+ "67": "B-X+X",
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+ "68": "B-X+X+PRON",
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+ "69": "CCONJ",
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+ "70": "DET",
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+ "71": "DET+NUM",
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+ "72": "I-ADJ",
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+ "73": "I-ADJ+ADJ",
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+ "74": "I-ADJ+NOUN",
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+ "75": "I-ADJ+NOUN+NOUN",
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+ "76": "I-ADJ+PART",
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+ "77": "I-ADJ+PROPN",
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+ "78": "I-ADJ+PUNCT",
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+ "79": "I-ADP",
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+ "80": "I-ADP+NOUN",
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+ "81": "I-ADV",
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+ "82": "I-ADV+AUX",
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+ "83": "I-ADV+PUNCT",
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+ "84": "I-AUX",
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+ "85": "I-AUX+PART",
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+ "86": "I-AUX+PART+VERB",
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+ "87": "I-AUX+VERB",
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+ "88": "I-CCONJ",
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+ "89": "I-DET",
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+ "90": "I-DET+AUX",
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+ "91": "I-DET+NOUN",
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+ "92": "I-INTJ",
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+ "93": "I-INTJ+PUNCT",
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+ "94": "I-NOUN",
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+ "95": "I-NOUN+AUX",
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+ "96": "I-NOUN+NOUN",
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+ "97": "I-NOUN+NOUN+VERB",
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+ "98": "I-NOUN+PART",
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+ "99": "I-NOUN+PUNCT",
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+ "100": "I-NOUN+VERB",
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+ "101": "I-NUM",
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+ "102": "I-PART",
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+ "103": "I-PRON",
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+ "104": "I-PRON+ADJ",
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+ "105": "I-PRON+ADV",
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+ "106": "I-PRON+AUX",
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+ "107": "I-PRON+PART",
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+ "108": "I-PRON+VERB",
122
+ "109": "I-PROPN",
123
+ "110": "I-PROPN+PART",
124
+ "111": "I-PROPN+PROPN",
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+ "112": "I-PROPN+PUNCT",
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+ "113": "I-PUNCT",
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+ "114": "I-PUNCT+PUNCT",
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+ "115": "I-PUNCT+PUNCT+PUNCT",
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+ "116": "I-SCONJ",
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+ "117": "I-SYM",
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+ "118": "I-VERB",
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+ "119": "I-VERB+ADJ",
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+ "120": "I-VERB+ADJ+CCONJ",
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+ "121": "I-VERB+ADP",
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+ "122": "I-VERB+ADV",
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+ "123": "I-VERB+DET",
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+ "124": "I-VERB+NOUN",
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+ "125": "I-VERB+NOUN+NOUN",
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+ "126": "I-VERB+PART",
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+ "127": "I-VERB+PRON",
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+ "128": "I-VERB+SCONJ",
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+ "129": "I-X",
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+ "130": "I-X+PUNCT",
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+ "131": "I-X+X",
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+ "132": "I-X+X+PRON",
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+ "133": "INTJ",
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+ "134": "NOUN",
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+ "135": "NOUN+AUX",
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+ "136": "NOUN+PART",
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+ "137": "NUM",
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+ "138": "PART",
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+ "139": "PRON",
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+ "140": "PRON+AUX",
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+ "141": "PRON+VERB",
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+ "142": "PROPN",
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+ "143": "PROPN+PART",
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+ "144": "PUNCT",
158
+ "145": "PUNCT+PUNCT",
159
+ "146": "PUNCT+PUNCT+PUNCT",
160
+ "147": "PUNCT+SYM",
161
+ "148": "SCONJ",
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+ "149": "SYM",
163
+ "150": "SYM+PUNCT",
164
+ "151": "SYM+SYM",
165
+ "152": "VERB",
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+ "153": "VERB+ADP",
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+ "154": "VERB+PART",
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+ "155": "VERB+PRON",
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+ "156": "X"
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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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+ "ADJ": 0,
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+ "ADP": 1,
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+ "ADP+PRON": 2,
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+ "ADV": 3,
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+ "ADV+AUX": 4,
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+ "ADV+PART": 5,
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+ "AUX": 6,
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+ "AUX+PART": 7,
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+ "B-ADJ": 8,
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+ "B-ADJ+ADJ": 9,
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+ "B-ADJ+NOUN": 10,
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+ "B-ADJ+NOUN+NOUN": 11,
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+ "B-ADJ+PART": 12,
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+ "B-ADJ+PROPN": 13,
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+ "B-ADJ+PUNCT": 14,
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+ "B-ADP": 15,
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+ "B-ADP+NOUN": 16,
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+ "B-ADV": 17,
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+ "B-ADV+AUX": 18,
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+ "B-ADV+PUNCT": 19,
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+ "B-AUX": 20,
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+ "B-AUX+PART": 21,
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+ "B-AUX+PART+VERB": 22,
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+ "B-AUX+VERB": 23,
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+ "B-CCONJ": 24,
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+ "B-DET": 25,
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+ "B-DET+AUX": 26,
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+ "B-DET+NOUN": 27,
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+ "B-INTJ": 28,
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+ "B-INTJ+PUNCT": 29,
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+ "B-NOUN": 30,
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+ "B-NOUN+AUX": 31,
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+ "B-NOUN+NOUN": 32,
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+ "B-NOUN+NOUN+VERB": 33,
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+ "B-NOUN+PART": 34,
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+ "B-NOUN+PUNCT": 35,
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+ "B-NOUN+VERB": 36,
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+ "B-NUM": 37,
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+ "B-PART": 38,
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+ "B-PRON": 39,
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+ "B-PRON+ADJ": 40,
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+ "B-PRON+ADV": 41,
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+ "B-PRON+AUX": 42,
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+ "B-PRON+PART": 43,
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+ "B-PRON+VERB": 44,
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+ "B-PROPN": 45,
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+ "B-PROPN+PART": 46,
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+ "B-PROPN+PROPN": 47,
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+ "B-PROPN+PUNCT": 48,
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+ "B-PUNCT": 49,
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+ "B-PUNCT+PUNCT": 50,
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+ "B-PUNCT+PUNCT+PUNCT": 51,
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+ "B-SCONJ": 52,
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+ "B-SYM": 53,
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+ "B-VERB": 54,
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+ "B-VERB+ADJ": 55,
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+ "B-VERB+ADJ+CCONJ": 56,
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+ "B-VERB+ADP": 57,
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+ "B-VERB+ADV": 58,
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+ "B-VERB+DET": 59,
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+ "B-VERB+NOUN": 60,
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+ "B-VERB+NOUN+NOUN": 61,
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+ "B-VERB+PART": 62,
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+ "B-VERB+PRON": 63,
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+ "B-VERB+SCONJ": 64,
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+ "B-X": 65,
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+ "B-X+PUNCT": 66,
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+ "B-X+X": 67,
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+ "B-X+X+PRON": 68,
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+ "CCONJ": 69,
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+ "DET": 70,
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+ "DET+NUM": 71,
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+ "I-ADJ": 72,
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+ "I-ADJ+ADJ": 73,
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+ "I-ADJ+NOUN": 74,
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+ "I-ADJ+NOUN+NOUN": 75,
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+ "I-ADJ+PART": 76,
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+ "I-ADJ+PROPN": 77,
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+ "I-ADJ+PUNCT": 78,
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+ "I-ADP": 79,
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+ "I-ADP+NOUN": 80,
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+ "I-ADV": 81,
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+ "I-ADV+AUX": 82,
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+ "I-ADV+PUNCT": 83,
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+ "I-AUX": 84,
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+ "I-AUX+PART": 85,
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+ "I-AUX+PART+VERB": 86,
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+ "I-AUX+VERB": 87,
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+ "I-CCONJ": 88,
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+ "I-DET": 89,
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+ "I-DET+AUX": 90,
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+ "I-DET+NOUN": 91,
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+ "I-INTJ": 92,
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+ "I-INTJ+PUNCT": 93,
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+ "I-NOUN": 94,
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+ "I-NOUN+AUX": 95,
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+ "I-NOUN+NOUN": 96,
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+ "I-NOUN+NOUN+VERB": 97,
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+ "I-NOUN+PART": 98,
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+ "I-NOUN+PUNCT": 99,
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+ "I-NOUN+VERB": 100,
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+ "I-NUM": 101,
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+ "I-PART": 102,
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+ "I-PRON": 103,
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+ "I-PRON+ADJ": 104,
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+ "I-PRON+ADV": 105,
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+ "I-PRON+AUX": 106,
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+ "I-PRON+PART": 107,
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+ "I-PRON+VERB": 108,
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+ "I-PROPN": 109,
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+ "I-PROPN+PART": 110,
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+ "I-PROPN+PROPN": 111,
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+ "I-PROPN+PUNCT": 112,
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+ "I-PUNCT": 113,
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+ "I-PUNCT+PUNCT": 114,
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+ "I-PUNCT+PUNCT+PUNCT": 115,
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+ "I-SCONJ": 116,
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+ "I-SYM": 117,
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+ "I-VERB": 118,
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+ "I-VERB+ADJ": 119,
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+ "I-VERB+ADJ+CCONJ": 120,
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+ "I-VERB+ADP": 121,
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+ "I-VERB+ADV": 122,
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+ "I-VERB+DET": 123,
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+ "I-VERB+NOUN": 124,
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+ "I-VERB+NOUN+NOUN": 125,
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+ "I-VERB+PART": 126,
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+ "I-VERB+PRON": 127,
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+ "I-VERB+SCONJ": 128,
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+ "I-X": 129,
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+ "I-X+PUNCT": 130,
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+ "I-X+X": 131,
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+ "I-X+X+PRON": 132,
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+ "INTJ": 133,
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+ "NOUN": 134,
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+ "NOUN+AUX": 135,
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+ "NOUN+PART": 136,
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+ "NUM": 137,
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+ "PART": 138,
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+ "PRON": 139,
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+ "PRON+AUX": 140,
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+ "PRON+VERB": 141,
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+ "PROPN": 142,
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+ "PROPN+PART": 143,
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+ "PUNCT": 144,
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+ "PUNCT+PUNCT": 145,
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+ "PUNCT+PUNCT+PUNCT": 146,
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+ "PUNCT+SYM": 147,
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+ "SCONJ": 148,
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+ "SYM": 149,
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+ "SYM+PUNCT": 150,
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+ "SYM+SYM": 151,
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+ "VERB": 152,
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+ "VERB+ADP": 153,
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+ "VERB+PART": 154,
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+ "VERB+PRON": 155,
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+ "X": 156
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+ },
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+ "layer_norm_eps": 1e-05,
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+ "max_position_embeddings": 514,
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+ "model_type": "roberta",
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+ "num_attention_heads": 12,
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+ "num_hidden_layers": 12,
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+ "pad_token_id": 1,
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+ "position_embedding_type": "absolute",
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+ "task_specific_params": {
340
+ "upos_multiword": {
341
+ "ADJ+ADJ": {
342
+ "bigenough": [
343
+ "big",
344
+ "enough"
345
+ ],
346
+ "interestingsocial": [
347
+ "interesting",
348
+ "social"
349
+ ]
350
+ },
351
+ "ADJ+NOUN": {
352
+ "bigsource": [
353
+ "big",
354
+ "source"
355
+ ],
356
+ "distractingelements": [
357
+ "distracting",
358
+ "elements"
359
+ ],
360
+ "gruelingsanctions": [
361
+ "grueling",
362
+ "sanctions"
363
+ ],
364
+ "longexposures": [
365
+ "long",
366
+ "exposures"
367
+ ],
368
+ "longhair": [
369
+ "long",
370
+ "hair"
371
+ ],
372
+ "ongoingsummaries": [
373
+ "ongoing",
374
+ "summaries"
375
+ ],
376
+ "pre-meetingsite": [
377
+ "pre-meeting",
378
+ "site"
379
+ ],
380
+ "stronghints": [
381
+ "strong",
382
+ "hints"
383
+ ]
384
+ },
385
+ "ADJ+PART": {
386
+ "elses": [
387
+ "else",
388
+ "s"
389
+ ]
390
+ },
391
+ "ADJ+PROPN": {
392
+ "Nationwidetints": [
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783
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794
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806
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807
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813
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814
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827
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835
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838
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842
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1023
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1055
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