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.gitattributes CHANGED
@@ -33,3 +33,4 @@ 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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+ medical-ner-task2/ner/model filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ tags:
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+ - spacy
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+ - ner
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+ - medical-ner
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+ library_name: spacy
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+ pipeline_tag: ner
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+ language: en
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+ license: mit
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+ ---
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+
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+ # Medical NER Model - medical-ner-task2
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+
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+ This model is trained to recognize medical entities including treatments, chronic diseases, cancers, and allergies.
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+
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+ ## Model Details
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+ - Task: medical-ner-task2
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+ - Framework: spaCy
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+ - Entity Types: TREATMENT, CHRONIC DISEASE, CANCER, ALLERGY, OTHER
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+
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+ ## Usage
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+ ```python
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+ import spacy
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+ nlp = spacy.load("nitinyadav/continual_learning_ner_task2")
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+ doc = nlp("Patient has been diagnosed with Type 2 Diabetes")
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+ for ent in doc.ents:
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+ print(ent.text, ent.label_)
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+ ```
medical-ner-task2/config.cfg ADDED
@@ -0,0 +1,130 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ [paths]
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+ train = null
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+ dev = null
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+ vectors = null
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+ init_tok2vec = null
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+
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+ [system]
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+ seed = 0
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+ gpu_allocator = null
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+
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+ [nlp]
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+ lang = "en"
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+ pipeline = ["ner"]
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+ disabled = []
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+ before_creation = null
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+ after_creation = null
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+ after_pipeline_creation = null
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+ batch_size = 1000
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+ tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
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+ vectors = {"@vectors":"spacy.Vectors.v1"}
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+
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+ [components]
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+
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+ [components.ner]
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+ factory = "ner"
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+ incorrect_spans_key = null
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+ moves = null
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+ scorer = {"@scorers":"spacy.ner_scorer.v1"}
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+ update_with_oracle_cut_size = 100
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+
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+ [components.ner.model]
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+ @architectures = "spacy.TransitionBasedParser.v2"
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+ state_type = "ner"
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+ extra_state_tokens = false
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+ hidden_width = 64
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+ maxout_pieces = 2
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+ use_upper = true
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+ nO = null
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+
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+ [components.ner.model.tok2vec]
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+ @architectures = "spacy.HashEmbedCNN.v2"
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+ pretrained_vectors = null
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+ width = 96
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+ depth = 4
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+ embed_size = 2000
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+ window_size = 1
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+ maxout_pieces = 3
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+ subword_features = true
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+
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+ [corpora]
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+
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+ [corpora.dev]
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+ @readers = "spacy.Corpus.v1"
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+ path = ${paths.dev}
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+ gold_preproc = false
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+ max_length = 0
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+ limit = 0
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+ augmenter = null
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+
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+ [corpora.train]
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+ @readers = "spacy.Corpus.v1"
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+ path = ${paths.train}
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+ gold_preproc = false
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+ max_length = 0
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+ limit = 0
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+ augmenter = null
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+
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+ [training]
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+ seed = ${system.seed}
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+ gpu_allocator = ${system.gpu_allocator}
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+ dropout = 0.1
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+ accumulate_gradient = 1
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+ patience = 1600
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+ max_epochs = 0
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+ max_steps = 20000
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+ eval_frequency = 200
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+ frozen_components = []
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+ annotating_components = []
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+ dev_corpus = "corpora.dev"
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+ train_corpus = "corpora.train"
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+ before_to_disk = null
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+ before_update = null
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+
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+ [training.batcher]
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+ @batchers = "spacy.batch_by_words.v1"
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+ discard_oversize = false
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+ tolerance = 0.2
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+ get_length = null
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+
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+ [training.batcher.size]
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+ @schedules = "compounding.v1"
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+ start = 100
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+ stop = 1000
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+ compound = 1.001
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+ t = 0.0
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+
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+ [training.logger]
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+ @loggers = "spacy.ConsoleLogger.v1"
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+ progress_bar = false
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+
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+ [training.optimizer]
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+ @optimizers = "Adam.v1"
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+ beta1 = 0.9
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+ beta2 = 0.999
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+ L2_is_weight_decay = true
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+ L2 = 0.01
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+ grad_clip = 1.0
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+ use_averages = false
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+ eps = 0.00000001
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+ learn_rate = 0.001
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+
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+ [training.score_weights]
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+ ents_f = 1.0
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+ ents_p = 0.0
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+ ents_r = 0.0
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+ ents_per_type = null
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+
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+ [pretraining]
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+
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+ [initialize]
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+ vectors = ${paths.vectors}
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+ init_tok2vec = ${paths.init_tok2vec}
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+ vocab_data = null
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+ lookups = null
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+ before_init = null
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+ after_init = null
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+
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+ [initialize.components]
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+
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+ [initialize.tokenizer]
medical-ner-task2/meta.json ADDED
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+ {
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+ "lang":"en",
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+ "name":"pipeline",
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+ "version":"0.0.0",
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+ "spacy_version":">=3.7.5,<3.8.0",
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+ "description":"",
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+ "author":"",
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+ "email":"",
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+ "url":"",
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+ "license":"",
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+ "spacy_git_version":"a6d0fc360",
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+ "vectors":{
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+ "width":0,
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+ "vectors":0,
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+ "keys":0,
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+ "name":null,
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+ "mode":"default"
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+ },
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+ "labels":{
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+ "ner":[
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+ "ALLERGY",
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+ "CANCER",
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+ "CHRONIC DISEASE",
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+ "TREATMENT"
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+ ]
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+ },
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+ "pipeline":[
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+ "ner"
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+ ],
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+ "components":[
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+ "ner"
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+ ],
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+ "disabled":[
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+
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+ ]
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+ }
medical-ner-task2/ner/cfg ADDED
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+ {
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+ "moves":null,
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+ "update_with_oracle_cut_size":100,
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+ "multitasks":[
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+
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+ ],
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+ "min_action_freq":1,
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+ "learn_tokens":false,
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+ "beam_width":1,
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+ "beam_density":0.0,
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+ "beam_update_prob":0.0,
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+ "incorrect_spans_key":null
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+ }
medical-ner-task2/ner/model ADDED
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1094
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1095
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1096
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1097
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1099
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1100
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1101
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1102
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1103
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1104
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1105
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1106
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1107
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1111
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1124
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1129
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1150
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1151
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1152
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1157
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1160
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1161
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1162
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1163
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1164
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1165
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1166
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1167
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1168
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1169
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1170
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1171
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1172
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1173
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1174
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1175
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1176
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1177
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1178
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1179
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1180
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1181
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1182
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1183
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1184
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1185
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1186
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1187
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1188
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1189
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1190
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1191
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1192
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1193
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1195
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1200
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1206
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1208
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1210
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1211
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1212
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1213
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1214
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1252
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1254
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1255
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1256
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1257
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1259
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1260
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1261
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1262
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1263
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1270
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1287
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1288
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1290
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1295
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1362
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1371
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4075
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4076
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4077
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4078
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4079
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4080
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4082
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4083
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4084
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4085
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4086
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4087
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4088
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4089
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4090
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4091
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4101
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4112
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4119
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4123
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4124
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4125
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4126
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4128
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4129
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4130
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4131
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4132
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4135
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4137
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4148
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4211
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4218
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4219
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4220
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4222
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4224
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4225
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4229
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4230
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4232
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4264
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4280
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4330
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+ "thy",
4824
+ "thyrogen",
4825
+ "thyroid",
4826
+ "thyrotropin",
4827
+ "tia",
4828
+ "tic",
4829
+ "til",
4830
+ "time",
4831
+ "tin",
4832
+ "tio",
4833
+ "tis",
4834
+ "tissue",
4835
+ "tka",
4836
+ "tki",
4837
+ "tkis",
4838
+ "tlc<45",
4839
+ "tle",
4840
+ "tly",
4841
+ "tma",
4842
+ "tms",
4843
+ "tnbc",
4844
+ "tnf",
4845
+ "to",
4846
+ "tobacco",
4847
+ "tocilizumab",
4848
+ "toe",
4849
+ "tol",
4850
+ "tolerability",
4851
+ "tolerance",
4852
+ "tolerate",
4853
+ "tolvaptan",
4854
+ "tomography",
4855
+ "ton",
4856
+ "tor",
4857
+ "toradol",
4858
+ "torsades",
4859
+ "total",
4860
+ "touching",
4861
+ "toxicities",
4862
+ "toxicity",
4863
+ "toxin",
4864
+ "tr",
4865
+ "tra",
4866
+ "trabeculectomy",
4867
+ "tract",
4868
+ "training",
4869
+ "transcranial",
4870
+ "transformation",
4871
+ "transfusions",
4872
+ "transient",
4873
+ "transiently",
4874
+ "transmetatarsal",
4875
+ "transplant",
4876
+ "transplantation",
4877
+ "transthoracic",
4878
+ "trastuzumab",
4879
+ "trauma",
4880
+ "traumatic",
4881
+ "treated",
4882
+ "treating",
4883
+ "treatment",
4884
+ "tree",
4885
+ "tremens",
4886
+ "tremor",
4887
+ "trial",
4888
+ "triglycerides",
4889
+ "tro",
4890
+ "troponin",
4891
+ "try",
4892
+ "trypsin",
4893
+ "ts1",
4894
+ "tte",
4895
+ "tty",
4896
+ "tube",
4897
+ "tum",
4898
+ "tumor",
4899
+ "tumors",
4900
+ "turnstile",
4901
+ "tus",
4902
+ "twice",
4903
+ "two",
4904
+ "type",
4905
+ "types",
4906
+ "t\u2019s",
4907
+ "u",
4908
+ "u.",
4909
+ "ual",
4910
+ "ube",
4911
+ "uce",
4912
+ "uch",
4913
+ "uct",
4914
+ "ude",
4915
+ "udy",
4916
+ "ued",
4917
+ "ues",
4918
+ "uff",
4919
+ "ug.",
4920
+ "ugh",
4921
+ "ugs",
4922
+ "uid",
4923
+ "uit",
4924
+ "ul.",
4925
+ "ulcer",
4926
+ "ulcerative",
4927
+ "ulcers",
4928
+ "uld",
4929
+ "ule",
4930
+ "ull",
4931
+ "uln",
4932
+ "ulo",
4933
+ "ult",
4934
+ "ultrasound",
4935
+ "ultraviolet",
4936
+ "uma",
4937
+ "umbrella",
4938
+ "ume",
4939
+ "ump",
4940
+ "un.",
4941
+ "unable",
4942
+ "uncommon",
4943
+ "uncontrolled",
4944
+ "uncuffed",
4945
+ "und",
4946
+ "under",
4947
+ "undergo",
4948
+ "undergoing",
4949
+ "underlying",
4950
+ "understand",
4951
+ "understanding",
4952
+ "understood",
4953
+ "undertaken",
4954
+ "undetectable",
4955
+ "une",
4956
+ "ung",
4957
+ "unifocal",
4958
+ "unilateral",
4959
+ "unknown",
4960
+ "unless",
4961
+ "unlikely",
4962
+ "unmanaged",
4963
+ "unrelated",
4964
+ "unresectable",
4965
+ "unresolved",
4966
+ "unspecified",
4967
+ "unstable",
4968
+ "unsuitable",
4969
+ "unt",
4970
+ "until",
4971
+ "untreated",
4972
+ "unwilling",
4973
+ "up",
4974
+ "upon",
4975
+ "upper",
4976
+ "ura",
4977
+ "ure",
4978
+ "urine",
4979
+ "urologist",
4980
+ "urs",
4981
+ "ury",
4982
+ "us",
4983
+ "usamc",
4984
+ "use",
4985
+ "used",
4986
+ "using",
4987
+ "ust",
4988
+ "ute",
4989
+ "uterine",
4990
+ "uts",
4991
+ "uv",
4992
+ "v",
4993
+ "v)1.1",
4994
+ "v.",
4995
+ "v.s",
4996
+ "v.s.",
4997
+ "v.v",
4998
+ "v1.1",
4999
+ "v600e",
5000
+ "vHD",
5001
+ "v_v",
5002
+ "va",
5003
+ "va.",
5004
+ "vaccination",
5005
+ "vaccine",
5006
+ "val",
5007
+ "valacyclovir",
5008
+ "valid",
5009
+ "valproic",
5010
+ "value",
5011
+ "valve",
5012
+ "valvular",
5013
+ "var",
5014
+ "variable",
5015
+ "varicella",
5016
+ "various",
5017
+ "vascular",
5018
+ "vasoactive",
5019
+ "vasodilators",
5020
+ "vasopressin",
5021
+ "ve",
5022
+ "ved",
5023
+ "vedotin",
5024
+ "vein",
5025
+ "vel",
5026
+ "ven",
5027
+ "venous",
5028
+ "ventricle",
5029
+ "ventricular",
5030
+ "ventriculo",
5031
+ "ventriculotomy",
5032
+ "ver",
5033
+ "verified",
5034
+ "version",
5035
+ "ves",
5036
+ "vessels",
5037
+ "vestibular",
5038
+ "veteran",
5039
+ "vey",
5040
+ "via",
5041
+ "vigabatrin",
5042
+ "vin",
5043
+ "vir",
5044
+ "viral",
5045
+ "virus",
5046
+ "vis",
5047
+ "vision",
5048
+ "visit",
5049
+ "visits",
5050
+ "visual",
5051
+ "vitamin",
5052
+ "vitiligo",
5053
+ "vix",
5054
+ "voc",
5055
+ "volume",
5056
+ "vomiting",
5057
+ "von",
5058
+ "voriconazole",
5059
+ "vs",
5060
+ "vs.",
5061
+ "vt",
5062
+ "vulvar",
5063
+ "w",
5064
+ "w's",
5065
+ "w.",
5066
+ "w/o",
5067
+ "wafers",
5068
+ "wal",
5069
+ "warfarin",
5070
+ "was",
5071
+ "wash",
5072
+ "wash.",
5073
+ "washout",
5074
+ "way",
5075
+ "we",
5076
+ "wed",
5077
+ "week",
5078
+ "weeks",
5079
+ "weight",
5080
+ "wel",
5081
+ "welder",
5082
+ "wellbutrin",
5083
+ "wer",
5084
+ "were",
5085
+ "what",
5086
+ "what's",
5087
+ "what\u2019s",
5088
+ "when",
5089
+ "when's",
5090
+ "when\u2019s",
5091
+ "where",
5092
+ "where's",
5093
+ "where\u2019s",
5094
+ "which",
5095
+ "whichever",
5096
+ "while",
5097
+ "white",
5098
+ "who",
5099
+ "who's",
5100
+ "whom",
5101
+ "whose",
5102
+ "who\u2019s",
5103
+ "why",
5104
+ "why's",
5105
+ "why\u2019s",
5106
+ "will",
5107
+ "willebrand",
5108
+ "willing",
5109
+ "willingness",
5110
+ "window",
5111
+ "wires",
5112
+ "wis",
5113
+ "wis.",
5114
+ "with",
5115
+ "withdrawal",
5116
+ "within",
5117
+ "without",
5118
+ "wly",
5119
+ "wo",
5120
+ "wolff",
5121
+ "woman",
5122
+ "women",
5123
+ "worker",
5124
+ "working",
5125
+ "worse",
5126
+ "worsened",
5127
+ "wort",
5128
+ "would",
5129
+ "wound",
5130
+ "wrinkles",
5131
+ "wth",
5132
+ "w\u2019s",
5133
+ "x",
5134
+ "x'",
5135
+ "x'x",
5136
+ "x'xxxx",
5137
+ "x)d.d",
5138
+ "x+",
5139
+ "x.",
5140
+ "x.X",
5141
+ "x.d",
5142
+ "x.x",
5143
+ "x.x.",
5144
+ "x/x",
5145
+ "xD",
5146
+ "xDD",
5147
+ "xX",
5148
+ "xXX",
5149
+ "xXXX",
5150
+ "xXx",
5151
+ "xXxXX",
5152
+ "x^d",
5153
+ "x_X",
5154
+ "x_d",
5155
+ "x_x",
5156
+ "xd",
5157
+ "xd.d",
5158
+ "xdd",
5159
+ "xed",
5160
+ "xel",
5161
+ "xia",
5162
+ "xic",
5163
+ "xin",
5164
+ "xis",
5165
+ "xol",
5166
+ "xor",
5167
+ "xrt",
5168
+ "xx",
5169
+ "xx'",
5170
+ "xx'x",
5171
+ "xx'xx",
5172
+ "xx+",
5173
+ "xx.",
5174
+ "xxXXX",
5175
+ "xxXx",
5176
+ "xxd",
5177
+ "xxx",
5178
+ "xxx'x",
5179
+ "xxx(d)xxxx",
5180
+ "xxx/d.dd",
5181
+ "xxx/d.ddxd",
5182
+ "xxx/xx",
5183
+ "xxxXXX",
5184
+ "xxxx",
5185
+ "xxxx'",
5186
+ "xxxx'x",
5187
+ "xxxx(x",
5188
+ "xxxx)-X",
5189
+ "xxxx-",
5190
+ "xxxx-d",
5191
+ "xxxx/",
5192
+ "xxxxd",
5193
+ "xxxx\u2010XX",
5194
+ "xxxx\u2019",
5195
+ "xxxx\u2019x",
5196
+ "xxxx\u2265dxxx",
5197
+ "xxx\u2019x",
5198
+ "xx\u2019",
5199
+ "xx\u2019x",
5200
+ "xx\u2019xx",
5201
+ "x\u2019",
5202
+ "x\u2019x",
5203
+ "x\u2019xxxx",
5204
+ "x\ufe35x",
5205
+ "y",
5206
+ "y'",
5207
+ "y's",
5208
+ "y.",
5209
+ "year",
5210
+ "years",
5211
+ "yeast",
5212
+ "yed",
5213
+ "yolk",
5214
+ "york",
5215
+ "you",
5216
+ "ype",
5217
+ "ysm",
5218
+ "y\u2019",
5219
+ "y\u2019s",
5220
+ "z",
5221
+ "z.",
5222
+ "zed",
5223
+ "zen",
5224
+ "zer",
5225
+ "zia",
5226
+ "zone",
5227
+ "|",
5228
+ "}",
5229
+ "\u00a0",
5230
+ "\u00ac",
5231
+ "\u00ac_\u00ac",
5232
+ "\u00ae",
5233
+ "\u00af",
5234
+ "\u00af\\(x)/\u00af",
5235
+ "\u00af\\(\u30c4)/\u00af",
5236
+ "\u00b0",
5237
+ "\u00b0C.",
5238
+ "\u00b0F.",
5239
+ "\u00b0K.",
5240
+ "\u00b0X.",
5241
+ "\u00b0c.",
5242
+ "\u00b0f.",
5243
+ "\u00b0k.",
5244
+ "\u00b0x.",
5245
+ "\u00d7",
5246
+ "\u00e4",
5247
+ "\u00e4.",
5248
+ "\u00f6",
5249
+ "\u00f6.",
5250
+ "\u00fc",
5251
+ "\u00fc.",
5252
+ "\u03b2",
5253
+ "\u03b2+",
5254
+ "\u03b20",
5255
+ "\u03b2S",
5256
+ "\u03b2s",
5257
+ "\u03bc",
5258
+ "\u03bcL",
5259
+ "\u03bcM",
5260
+ "\u03bcl",
5261
+ "\u03bcm",
5262
+ "\u0ca0",
5263
+ "\u0ca0_\u0ca0",
5264
+ "\u0ca0\ufe35\u0ca0",
5265
+ "\u2010RT",
5266
+ "\u2014",
5267
+ "\u2018",
5268
+ "\u2018S",
5269
+ "\u2018X",
5270
+ "\u2018s",
5271
+ "\u2018x",
5272
+ "\u2019",
5273
+ "\u2019-(",
5274
+ "\u2019-)",
5275
+ "\u2019Cause",
5276
+ "\u2019Cos",
5277
+ "\u2019Coz",
5278
+ "\u2019Cuz",
5279
+ "\u2019S",
5280
+ "\u2019X",
5281
+ "\u2019Xxx",
5282
+ "\u2019Xxxxx",
5283
+ "\u2019am",
5284
+ "\u2019bout",
5285
+ "\u2019cause",
5286
+ "\u2019cos",
5287
+ "\u2019coz",
5288
+ "\u2019cuz",
5289
+ "\u2019d",
5290
+ "\u2019em",
5291
+ "\u2019ll",
5292
+ "\u2019m",
5293
+ "\u2019nuff",
5294
+ "\u2019re",
5295
+ "\u2019s",
5296
+ "\u2019ve",
5297
+ "\u2019x",
5298
+ "\u2019xx",
5299
+ "\u2019xxx",
5300
+ "\u2019xxxx",
5301
+ "\u2019y",
5302
+ "\u2019\u2019",
5303
+ "\u2022",
5304
+ "\u2264",
5305
+ "\u226411",
5306
+ "\u226414",
5307
+ "\u22647",
5308
+ "\u2264d",
5309
+ "\u2264dd",
5310
+ "\u2265",
5311
+ "\u22651",
5312
+ "\u22651.0",
5313
+ "\u226514",
5314
+ "\u226515",
5315
+ "\u22652.0",
5316
+ "\u22653",
5317
+ "\u2265300",
5318
+ "\u22655",
5319
+ "\u226550",
5320
+ "\u22655mcg",
5321
+ "\u2265d",
5322
+ "\u2265d.d",
5323
+ "\u2265dd",
5324
+ "\u2265ddd",
5325
+ "\u2265dxxx",
5326
+ "\u2501",
5327
+ "\u253b",
5328
+ "\u253b\u2501\u253b",
5329
+ "\u256f",
5330
+ "\u25a1",
5331
+ "\ufe35",
5332
+ "\uff09"
5333
+ ]
medical-ner-task2/vocab/vectors ADDED
Binary file (128 Bytes). View file
 
medical-ner-task2/vocab/vectors.cfg ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ {
2
+ "mode":"default"
3
+ }