{"id":13433,"date":"2019-12-07T09:43:58","date_gmt":"2019-12-07T09:43:58","guid":{"rendered":"https:\/\/bigdata-ir.com\/?p=5461"},"modified":"2019-12-07T09:43:58","modified_gmt":"2019-12-07T09:43:58","slug":"%d8%a2%d8%b4%d9%86%d8%a7%db%8c%db%8c-%d8%a8%d8%a7-%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4-%d8%b2%d8%a8%d8%a7%d9%86-%d8%b7%d8%a8%db%8c%d8%b9%db%8c-%d8%a7%d8%b3%d8%aa%d9%86%d9%81%d9%88%d8%b1%d8%af-stanfor","status":"publish","type":"post","link":"https:\/\/afaghhosting.net\/blog\/%d8%a2%d8%b4%d9%86%d8%a7%db%8c%db%8c-%d8%a8%d8%a7-%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4-%d8%b2%d8%a8%d8%a7%d9%86-%d8%b7%d8%a8%db%8c%d8%b9%db%8c-%d8%a7%d8%b3%d8%aa%d9%86%d9%81%d9%88%d8%b1%d8%af-stanfor\/","title":{"rendered":"\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f (Stanford CoreNLP)"},"content":{"rendered":"

Stanford CoreNLP \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0622\u0646\u0627\u0644\u06cc\u0632 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u0622\u0648\u0631\u062f. \u0627\u06cc\u0646 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u0645\u062a\u0646 \u062e\u0627\u0645 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u06af\u0631\u0641\u062a\u0647 \u0648 \u0634\u06a9\u0644 \u0627\u0648\u0644\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a\u060c \u0628\u062e\u0634 \u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631\u06cc \u06a9\u0644\u0645\u0627\u062a\u060c \u062a\u0634\u062e\u06cc\u0635 \u0627\u0633\u0645 \u062e\u0627\u0635 \u0628\u0648\u062f\u0646 \u06a9\u0644\u0645\u0627\u062a\u060c \u0646\u0631\u0645\u0627\u0644 \u06a9\u0631\u062f\u0646 \u062a\u0627\u0631\u06cc\u062e\u060c \u0632\u0645\u0627\u0646 \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0639\u062f\u062f\u06cc\u060c \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u062c\u0645\u0644\u0627\u062a \u0628\u0631 \u062d\u0633\u0628 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0648 \u0639\u0628\u0627\u0631\u0627\u062a\u060c \u0648 \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u0639\u0628\u0627\u0631\u062a \u0647\u0627\u06cc \u0627\u0633\u0645\u06cc \u06a9\u0647 \u0628\u0647 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u06cc\u06a9\u0633\u0627\u0646 \u0627\u0634\u0627\u0631\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n

\u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc Stanford CoreNLP:<\/strong><\/p>\n

\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u0686\u0647\u0627\u0631\u0686\u0648\u0628 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0645\u06cc \u0628\u0627\u0634\u062f \u0648 \u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0632\u0628\u0627\u0646 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0645\u062a\u0646 \u0628\u0647 \u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f. \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f \u062a\u0645\u0627\u0645\u06cc \u0627\u0628\u0632\u0627\u0631 NLP \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0645\u0627 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u0622\u0648\u0631\u062f \u0648 \u062a\u0646\u0647\u0627 \u0628\u0627 \u0646\u0648\u0634\u062a\u0646 \u062f\u0648 \u062e\u0637 \u06a9\u062f \u0645\u06cc \u062a\u0648\u0627\u0646 \u062a\u0645\u0627\u0645\u06cc \u0627\u0628\u0632\u0627\u0631 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062a\u0646 \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f.<\/p>\n

Stanford CoreNLP \u0628\u0647 \u0635\u0648\u0631\u062a \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0627\u0631\u0627\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0648\u0633\u0639\u0647 \u067e\u0630\u06cc\u0631\u06cc \u0645\u06cc \u0628\u0627\u0634\u062f \u0648 \u062a\u0646\u0647\u0627 \u0628\u0627 \u06cc\u06a9 \u062a\u063a\u06cc\u06cc\u0631 \u062c\u0632\u06cc\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u06a9\u062f\u0627\u0645 \u06cc\u06a9 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0641\u0639\u0627\u0644 \u0648 \u06a9\u062f\u0627\u0645\u06cc\u0646 \u063a\u06cc\u0631\u0641\u0639\u0627\u0644 \u0634\u0648\u0646\u062f.<\/p>\n

\u0627\u06cc\u0646 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0628\u0647 \u0632\u0628\u0627\u0646 \u062c\u0627\u0648\u0627 \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n

StanfordCoreNLP \u0634\u0627\u0645\u0644 SUTime<\/a> \u0645\u06cc \u0628\u0627\u0634\u062f. SUTime<\/a> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0646\u0631\u0645\u0627\u0644 \u0633\u0627\u0632\u06cc \u0639\u0628\u0627\u0631\u0627\u062a \u0632\u0645\u0627\u0646\u06cc \u0645\u06cc \u0628\u0627\u0634\u062f.\u062f\u0631 \u0628\u0631\u062f\u0627\u0631\u0646\u062f\u0647 \u06cc TokensRegex \u0645\u06cc \u0628\u0627\u0634\u062f. TokensRegex \u06cc\u06a9 \u0686\u0647\u0627\u0631\u0686\u0648\u0628 \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062a\u0648\u0646 \u0648 \u062a\u0648\u06a9\u0646 \u0647\u0627 \u0648 \u0646\u06af\u0627\u0634\u062a \u0645\u062a\u0648\u0646 \u0627\u0646\u0637\u0628\u0627\u0642 \u06cc\u0627\u0641\u062a\u0647 \u0628\u0647 \u0627\u0634\u06cc\u0627\u0621 \u0645\u0639\u0646\u0627\u062f\u0627\u0631 \u0645\u06cc \u0628\u0627\u0634\u062f.\u062f\u0627\u0631\u0627\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u06cc\u06a9 \u062d\u0627\u0634\u06cc\u0647 \u06af\u0630\u0627\u0631 \u062c\u062f\u06cc\u062f \u0628\u062f\u0648\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0627\u062f\u0646 \u06a9\u062f\u0647\u0627 \u062f\u0631 StanfordCoreNLP.java \u0645\u06cc \u0628\u0627\u0634\u062f. \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u062d\u0627\u0634\u06cc\u0647 \u06af\u0630\u0627\u0631 \u062c\u062f\u06cc\u062f\u060c \u0628\u0627\u06cc\u0633\u062a\u06cc \u06a9\u062f edu.stanford.nlp.pipeline.Annotator \u0631\u0627 \u06af\u0633\u062a\u0631\u0634 \u062f\u0647\u06cc\u0645.\u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9\u062f UIMA wrapper \u0628\u0647 \u0646\u0627\u0645 Cleartk-stanford-corenlp<\/a> \u0645\u06cc \u0628\u0627\u0634\u062f.\u062f\u0631 Stanford CoreNLP \u0627\u0645\u06a9\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0646 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0641\u0627\u06cc\u0644 \u0647\u0627 \u0646\u06cc\u0632 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n

\"\u067e\u0631\u062f\u0627\u0632\u0634
\u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u0628\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f<\/figcaption><\/figure>\n

\u0645\u0639\u0645\u0648\u0644\u0627\u0652 \u0642\u0628\u0644 \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CoreNLP \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc(\u0641\u0627\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062c\u0627\u0648\u0627) \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0641\u0627\u06cc\u0644 \u0628\u0627\u06cc\u062f \u0634\u0627\u0645\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647 \u0646\u0627\u0645 annotators \u0628\u0627\u0634\u062f. annotators \u0634\u0627\u0645\u0644 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632\u0646\u0627\u0645 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0628\u0627\u0634\u062f \u06a9\u0647 \u0628\u0648\u0633\u06cc\u0644\u0647 \u06cc \u201c\u06a9\u0627\u0645\u0627\u201d \u0627\u0632 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u062c\u062f\u0627 \u0634\u062f\u0647 \u0627\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0632\u06cc\u0631<\/p>\n

annotators = tokenize, ssplit, pos, lemma, ner, parse, dcoref.<\/p>\n

\u0639\u0645\u0644\u06cc\u0627\u062a \u062a\u0648\u06a9\u0646 \u06a9\u0631\u062f\u0646\u060c \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0639\u0628\u0627\u0631\u0627\u062a\u060c \u0628\u0631\u0686\u0633\u0628 \u0632\u0646\u06cc \u06a9\u0644\u0645\u0627\u062a\u060c \u0631\u06cc\u0634\u0647 \u064a\u0622\u0628\u06cc \u06a9\u0644\u0645\u0627\u062a\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u060c \u062a\u062c\u0632\u06cc\u0647 \u0646\u062d\u0648\u06cc \u060c \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0631\u0627\u062c\u0639 \u0636\u0645\u0627\u06cc\u0631 \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f.\u0628\u0631\u0627\u06cc \u0647\u0631 \u0641\u0627\u06cc\u0644 \u0648\u0631\u0648\u062f\u06cc\u060c Stanford CoreNLP \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u062e\u0631\u0648\u062c\u06cc XML \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0644\u0627\u0632\u0645 \u0628\u0647 \u0630\u06a9\u0631 \u0627\u0633\u062a \u06a9\u0647 \u062e\u0631\u0648\u062c\u06cc XML\u200c \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 stylesheet \u0628\u0647 \u0646\u0627\u0645CoreNLP-to-HTML.xsl \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0627\u06cc\u0646 stylesheet \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u06cc\u06a9 \u062e\u0631\u0648\u062c\u06cc \u062e\u0648\u0627\u0646\u0627 \u0627\u0632 \u0645\u062d\u062a\u0648\u06cc\u0627\u062aXML\u200c \u0627\u06cc\u062c\u0627\u062f \u0634\u0648\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u062f\u0631 \u0635\u0648\u0631\u062a\u06cc \u06a9\u0647 \u0648\u0631\u0648\u062f\u06cc<\/p>\n

Stanford University is located in California. It is a great university.<\/strong><\/p>\n

\u0628\u0647 Stanford CoreNLP \u062f\u0627\u062f\u0647 \u0634\u0648\u062f\u060c \u062e\u0631\u0648\u062c\u06cc \u0632\u06cc\u0631 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u0634\u0648\u062f:<\/p>\n

Sentences<\/em><\/strong><\/p>\n

Sentence #1<\/em><\/strong><\/p>\n

Tokens<\/em><\/p>\n\n\n\n\n\n\n\n\n\n\n
Id<\/td>\nWord<\/td>\nLemma<\/td>\nChar begin<\/td>\nChar end<\/td>\nPOS<\/td>\nNER<\/td>\nNormalized NER<\/td>\n<\/tr>\n
1<\/td>\nStanford<\/td>\nStanford<\/td>\n0<\/td>\n8<\/td>\nNNP<\/td>\nORGANIZATION<\/td>\n<\/td>\n<\/tr>\n
2<\/td>\nUniversity<\/td>\nUniversity<\/td>\n9<\/td>\n19<\/td>\nNNP<\/td>\nORGANIZATION<\/td>\n<\/td>\n<\/tr>\n
3<\/td>\nis<\/td>\nbe<\/td>\n20<\/td>\n22<\/td>\nVBZ<\/td>\nO<\/td>\n<\/td>\n<\/tr>\n
4<\/td>\nlocated<\/td>\nlocate<\/td>\n23<\/td>\n30<\/td>\nVBN<\/td>\nO<\/td>\n<\/td>\n<\/tr>\n
5<\/td>\nin<\/td>\nin<\/td>\n31<\/td>\n33<\/td>\nIN<\/td>\nO<\/td>\n<\/td>\n<\/tr>\n
6<\/td>\nCalifornia<\/td>\nCalifornia<\/td>\n34<\/td>\n44<\/td>\nNNP<\/td>\nLOCATION<\/td>\n<\/td>\n<\/tr>\n
7<\/td>\n.<\/td>\n.<\/td>\n44<\/td>\n45<\/td>\n.<\/td>\nO<\/td>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

Parse tree<\/em>
\n(ROOT (S (NP (NNP Stanford) (NNP University)) (VP (VBZ is) (VP (VBN located) (PP (IN in) (NP (NNP California))))) (. .)))<\/p>\n

Uncollapsed dependencies<\/em><\/p>\n

    \n
  • nn ( University-2 , Stanford-1 )<\/li>\n
  • nsubjpass ( located-4 , University-2 )<\/li>\n
  • auxpass ( located-4 , is-3 )<\/li>\n
  • prep ( located-4 , in-5 )<\/li>\n
  • pobj ( in-5 , California-6 )<\/li>\n<\/ul>\n

    Collapsed dependencies<\/em><\/p>\n

      \n
    • nn ( University-2 , Stanford-1 )<\/li>\n
    • nsubjpass ( located-4 , University-2 )<\/li>\n
    • auxpass ( located-4 , is-3 )<\/li>\n
    • prep_in ( located-4 , California-6 )<\/li>\n<\/ul>\n

      Collapsed dependencies with CC processed<\/em><\/p>\n

        \n
      • nn ( University-2 , Stanford-1 )<\/li>\n
      • nsubjpass ( located-4 , University-2 )<\/li>\n
      • auxpass ( located-4 , is-3 )<\/li>\n
      • prep_in ( located-4 , California-6 )<\/li>\n<\/ul>\n

        Sentence #2<\/em><\/strong><\/p>\n

        Tokens<\/em><\/p>\n\n\n\n\n\n\n\n\n\n
        Id<\/td>\nWord<\/td>\nLemma<\/td>\nChar begin<\/td>\nChar end<\/td>\nPOS<\/td>\nNER<\/td>\nNormalized NER<\/td>\n<\/tr>\n
        1<\/td>\nIt<\/td>\nit<\/td>\n46<\/td>\n48<\/td>\nPRP<\/td>\nO<\/td>\n<\/td>\n<\/tr>\n
        2<\/td>\nis<\/td>\nbe<\/td>\n49<\/td>\n51<\/td>\nVBZ<\/td>\nO<\/td>\n<\/td>\n<\/tr>\n
        3<\/td>\na<\/td>\na<\/td>\n52<\/td>\n53<\/td>\nDT<\/td>\nO<\/td>\n<\/td>\n<\/tr>\n
        4<\/td>\ngreat<\/td>\ngreat<\/td>\n54<\/td>\n59<\/td>\nJJ<\/td>\nO<\/td>\n<\/td>\n<\/tr>\n
        5<\/td>\nuniversity<\/td>\nuniversity<\/td>\n60<\/td>\n70<\/td>\nNN<\/td>\nO<\/td>\n<\/td>\n<\/tr>\n
        6<\/td>\n.<\/td>\n.<\/td>\n70<\/td>\n71<\/td>\n.<\/td>\nO<\/td>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        Parse tree<\/em>
        \n(ROOT (S (NP (PRP It)) (VP (VBZ is) (NP (DT a) (JJ great) (NN university))) (. .)))<\/p>\n

        Uncollapsed dependencies<\/em><\/p>\n

          \n
        • nsubj ( university-5 , It-1 )<\/li>\n
        • cop ( university-5 , is-2 )<\/li>\n
        • det ( university-5 , a-3 )<\/li>\n
        • amod ( university-5 , great-4 )<\/li>\n<\/ul>\n

          Collapsed dependencies<\/em><\/p>\n

            \n
          • nsubj ( university-5 , It-1 )<\/li>\n
          • cop ( university-5 , is-2 )<\/li>\n
          • det ( university-5 , a-3 )<\/li>\n
          • amod ( university-5 , great-4 )<\/li>\n<\/ul>\n

            Collapsed dependencies with CC processed<\/em><\/p>\n

              \n
            • nsubj ( university-5 , It-1 )<\/li>\n
            • cop ( university-5 , is-2 )<\/li>\n
            • det ( university-5 , a-3 )<\/li>\n
            • amod ( university-5 , great-4 )<\/li>\n<\/ul>\n

              Coreference resolution graph<\/p>\n

                \n
              • \n
                  \n
                • sentence 2, headword 5 (gov)<\/li>\n
                • sentence 2, headword 1<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n

                  \u0633\u0627\u062e\u062a\u0627\u0631 CoreNLP API:<\/strong><\/p>\n

                  \u0633\u0627\u062e\u062a\u0627\u0631 \u0627\u0635\u0644\u06cc \u067e\u06a9\u06cc\u062c Stanford CoreNLP \u062a\u0648\u0633\u0637 \u06f2 \u06a9\u0644\u0627\u0633 Annotator \u0648 Annotation \u0634\u06a9\u0644 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a. Annotations \u0633\u0627\u062e\u062a\u0645\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0646\u062a\u0627\u06cc\u062c \u062d\u0627\u0634\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0645\u062a\u0646 \u0631\u0627 \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u0646\u062f \u0648 \u0645\u0639\u0645\u0648\u0644\u0627 Map \u0647\u0633\u062a\u0646\u062f. Annotators \u0628\u06cc\u0634\u062a\u0631 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u062a\u0648\u0627\u0628\u0639 \u0647\u0633\u062a\u0646\u062f \u0628\u0627 \u0627\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a \u06a9\u0647 \u0628\u0647 \u062c\u0627\u06cc \u0639\u0645\u0644 \u06a9\u0631\u062f\u0646 \u0628\u0631 \u0631\u0648\u06cc \u0627\u0634\u06cc\u0627\u0621\u060c \u0628\u0631 \u0631\u0648\u06cc Annotation \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u0646\u0638\u06cc\u0631 tokenizing, parsing \u200c\u0648 \u06cc\u0627 NER tagging \u0648 \u063a\u06cc\u0631\u0647 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u0646\u062f. Annotators \u0648 Annotation \u0627\u0632 \u0637\u0631\u06cc\u0642 AnnotationPipelines \u0628\u0627 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0631\u0642\u0631\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f. AnnotationPipelines \u067e\u0627\u06cc\u067e \u0644\u0627\u06cc\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0646\u0628\u0627\u0644\u0647 \u0627\u06cc \u0627\u0632 Annotators \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n

                  Stanford CoreNLP \u0628\u0647 \u0635\u0648\u0631\u062a \u06cc\u06a9 \u067e\u0627\u06cc\u067e \u0644\u0627\u06cc\u0646 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0627\u0632 \u06a9\u0644\u0627\u0633 AnnotationPipelines \u0627\u0631\u062b \u0645\u06cc \u0628\u0631\u062f \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631 \u062d\u0627\u0634\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0645\u062a\u0646 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0647 \u0634\u0631\u062d Annotators \u0648 Annotations \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 Annotators \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n

                  \u06f1. \u0627\u0633\u0645 \u0648\u06cc\u0698\u06af\u06cc:tokenize<\/p>\n

                  \u06f2. \u0627\u0633\u0645 \u06a9\u0644\u0627\u0633 Annotator:<\/p>\n

                  PTBTokenizerAnnotator<\/p>\n

                  3. Annotation \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647:<\/p>\n

                  \u062a\u0648\u06a9\u0646 \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0628\u0627 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0627\u06cc TokensAnnotation .<\/p>\n

                  \u0641\u0627\u0635\u0644\u0647 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0622\u063a\u0627\u0632\u06cc\u0646 \u0647\u0631 \u062a\u0648\u06a9\u0646 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627\u06cc \u0645\u062a\u0646 \u0628\u0627 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0627\u06cc CharacterOffsetBeginAnnotation .<\/p>\n

                  \u0641\u0627\u0635\u0644\u0647 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0627\u0646\u062a\u0647\u0627\u06cc\u06cc \u0647\u0631 \u062a\u0648\u06a9\u0646 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627\u06cc \u0645\u062a\u0646 \u0628\u0627 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0627\u06cc CharacterOffsetEndAnnotation .<\/p>\n

                  4. \u062a\u0648\u0636\u06cc\u062d\u0627\u062a:<\/p>\n

                  \u062a\u0648\u06a9\u0646 \u06a9\u0631\u062f\u0646 \u0645\u062a\u0646. \u0647\u0645\u0686\u0646\u06cc\u0646 tokenizer \u0641\u0627\u0635\u0644\u0647 \u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0622\u063a\u0627\u0632\u06cc \u0648 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0647\u0631 token \u0627\u0632 \u0641\u0627\u06cc\u0644 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627\u06cc \u0645\u062a\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n

                  1. \u0627\u0633\u0645 \u0648\u06cc\u0698\u06af\u06cc: cleanxml<\/p>\n

                  2. \u0627\u0633\u0645 \u06a9\u0644\u0627\u0633: CleanXmlAnnotator<\/p>\n

                  3. Annotation \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647:<\/p>\n

                  \u067e\u0633 \u0627\u0632 \u062d\u0630\u0641 \u062a\u06af \u0647\u0627\u06cc Xml \u062e\u0631\u0648\u062c\u06cc \u0628\u0627 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0627\u06cc XmlContextAnnotation \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u062f.<\/p>\n

                  4. \u062a\u0648\u0636\u06cc\u062d\u0627\u062a:<\/p>\n

                  \u067e\u0627\u06a9 \u06a9\u0631\u062f\u0646 \u062a\u06af \u0647\u0627\u06cc Xml \u0627\u0632 \u0641\u0627\u06cc\u0644 \u0648\u0631\u0648\u062f\u06cc.<\/p>\n

                  1. \u0627\u0633\u0645 \u0648\u06cc\u0698\u06af\u06cc: ssplit<\/p>\n

                  2. \u0627\u0633\u0645 \u06a9\u0644\u0627\u0633: WordToSentenceAnnotator<\/p>\n

                  3. Annotation \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647:<\/p>\n

                  \u067e\u0633 \u0627\u0632 \u062a\u0634\u062e\u06cc\u0635 \u062c\u0645\u0644\u0627\u062a (\u0645\u0646\u0638\u0648\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u067e\u0634\u062a \u0633\u0631 \u0647\u0645 \u0645\u06cc \u0628\u0627\u0634\u062f)\u060c \u062e\u0631\u0648\u062c\u06cc \u0628\u0627 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u06cc SentencesAnnotation \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n

                  4. \u062a\u0648\u0636\u06cc\u062d\u0627\u062a:<\/p>\n

                  \u0631\u0634\u062a\u0647 \u0627\u06cc \u0627\u0632 tokens \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0639\u0628\u0627\u0631\u062a \u062c\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n

                  1. \u0627\u0633\u0645 \u0648\u06cc\u0698\u06af\u06cc: pos<\/p>\n

                  2. \u0627\u0633\u0645 \u06a9\u0644\u0627\u0633: POSTaggerAnnotator<\/p>\n

                  3. Annotation \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647:<\/p>\n

                  \u0646\u0642\u0634 \u06af\u0641\u062a\u0627\u0631\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062a\u0648\u06a9\u0646 \u0628\u0627 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0627\u06cc PartOfSpeechAnnotation \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n

                  4. \u062a\u0648\u0636\u06cc\u062d\u0627\u062a:<\/p>\n

                  \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc tokens \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0646\u0642\u0634 \u06af\u0641\u062a\u0627\u0631\u06cc \u0622\u0646 \u0647\u0627 \u062f\u0631 \u062c\u0645\u0644\u0647.<\/p>\n

                  1. \u0627\u0633\u0645 \u0648\u06cc\u0698\u06af\u06cc: lemma<\/p>\n

                  2. \u0627\u0633\u0645 \u06a9\u0644\u0627\u0633: MorphaAnnotator<\/p>\n

                  3. Annotation \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647:<\/p>\n

                  \u0631\u06cc\u0634\u0647 \u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0644\u0645\u0647 \u0628\u0627 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0627\u06cc LemmaAnnotation .<\/p>\n

                  4. \u062a\u0648\u0636\u06cc\u062d\u0627\u062a:<\/p>\n

                  \u062a\u0648\u0644\u06cc\u062f \u0631\u06cc\u0634\u0647 \u06cc \u06a9\u0644\u0645\u0627\u062a \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0645\u06cc \u062a\u0648\u06a9\u0646 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0645\u062a\u0646.<\/p>\n

                  1. \u0627\u0633\u0645 \u0648\u06cc\u0698\u06af\u06cc: ner<\/p>\n

                  2. \u0627\u0633\u0645 \u06a9\u0644\u0627\u0633: NERClassifierCombiner<\/p>\n

                  3. Annotation \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647:<\/p>\n

                  \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0627 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0627\u06cc NamedEntityTagAnnotation \u0648 NormalizedNamedEntityTagAnnotation\u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n

                  4. \u062a\u0648\u0636\u06cc\u062d\u0627\u062a:<\/p>\n

                  \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u062e\u0627\u0635(\u0627\u0634\u062e\u0627\u0635\u060c \u0633\u0627\u0632\u0645\u0627\u0646 \u0647\u0627\u060c \u0645\u06a9\u0627\u0646 \u0647\u0627\u060c \u0686\u06cc\u0632\u0647\u0627\u06cc \u0646\u0627\u0645\u0631\u0628\u0648\u0637) \u0648 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc (\u062a\u0627\u0631\u06cc\u062e\u060c \u0632\u0645\u0627\u0646\u060c \u067e\u0648\u0644\u060c \u0639\u062f\u062f) \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f. \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u062e\u0627\u0635 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0631\u06a9\u06cc\u0628 \u0633\u0647CRF \u0645\u062e\u0635\u0648\u0635 \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u062c\u0645\u0644\u0627\u062a\u060c \u0648 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0631 \u0628\u0633\u062a\u0631\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639\u060c \u0645\u062b\u0644 ACE \u0648 MUC \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0628\u0648\u0633\u06cc\u0644\u0647 \u06cc \u0633\u06cc\u0633\u062a\u0645 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646 \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0627\u0631\u06cc\u062e \u06a9\u0647 \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u0646\u0631\u0645\u0627\u0644 \u0633\u0627\u0632\u06cc \u0647\u0633\u062a\u0646\u062f\u060c \u062f\u0631 NormalizedNamedEntityTagAnnotation \u0646\u0631\u0645\u0627\u0644 \u0633\u0627\u0632\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n

                  1. \u0627\u0633\u0645 \u0648\u06cc\u0698\u06af\u06cc: regexner<\/p>\n

                  2. \u0627\u0633\u0645 \u06a9\u0644\u0627\u0633: RegexNERAnnotator<\/p>\n

                  3. Annotation \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647:<\/p>\n

                  \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0627 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0627\u06cc NamedEntityTagAnnotation \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n

                  4. \u062a\u0648\u0636\u06cc\u062d\u0627\u062a:<\/p>\n

                  \u06cc\u06a9 NER \u0633\u0627\u062f\u0647 \u0648 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u062a\u0648\u06a9\u0646\u06cc \u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645 \u062c\u0627\u0648\u0627 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0647\u062f\u0641 \u0627\u0632 \u0627\u06cc\u0646 Annatator \u0641\u0631\u0627\u0647\u0645 \u0622\u0648\u0631\u062f\u0646 \u06cc\u06a9 \u0686\u0647\u0627\u0631\u0686\u0648\u0628 \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0644\u062d\u0627\u0638 \u06a9\u0631\u062f\u0646 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc NE \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0628\u0633\u062a\u0631\u0647\u0627\u06cc NL \u0642\u062f\u06cc\u0645\u06cc \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0646\u0634\u062f\u0647 \u0627\u0646\u062f.<\/p>\n

                  1. \u0627\u0633\u0645 \u0648\u06cc\u0698\u06af\u06cc: truecase<\/p>\n

                  2. \u0627\u0633\u0645 \u06a9\u0644\u0627\u0633: TrueCaseAnnotator<\/p>\n

                  3. Annotation \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647:<\/p>\n

                  TrueCaseAnnotation<\/p>\n

                  TrueCaseTextAnnotation<\/p>\n

                  4. \u062a\u0648\u0636\u06cc\u062d\u0627\u062a:<\/p>\n

                  \u062d\u0627\u0644\u062a \u062f\u0631\u0633\u062a \u062a\u0648\u06a9\u0646 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u062c\u0627\u06cc\u06cc \u0627\u0632 \u0645\u062a\u0646\u060c \u06a9\u0647 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a \u0627\u0632 \u0628\u06cc\u0646 \u0631\u0641\u062a\u0647 \u0627\u0633\u062a \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0645\u062b\u0644 \u062d\u0631\u0648\u0641 \u0628\u0632\u0631\u06af \u0645\u062a\u0646. \u0627\u06cc\u0646 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0628\u0631\u0686\u0633\u0628 \u0631\u0634\u062a\u0647 \u0627\u06cc CRF \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u06cc \u0634\u0648\u062f. \u0628\u0631\u0686\u0633\u0628 \u062d\u0627\u0644\u062a \u062f\u0631\u0633\u062a\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 INIT_UPPER \u062f\u0631 TrueCaseAnnotation \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062a\u0648\u06a9\u0646 \u062a\u063a\u06cc\u06cc\u0631\u06cc\u0627\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u0627\u0646\u0637\u0628\u0627\u0642 \u0628\u0627 \u062d\u0627\u0644\u062a \u062f\u0631\u0633\u062a\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 TrueCaseTextAnnotation \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n

                  1. \u0627\u0633\u0645 \u0648\u06cc\u0698\u06af\u06cc: parse<\/p>\n

                  2. \u0627\u0633\u0645 \u06a9\u0644\u0627\u0633: ParserAnnotator<\/p>\n

                  3. Annotation \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647:<\/p>\n

                  TreeAnnotation,<\/p>\n

                  BasicDependenciesAnnotation,<\/p>\n

                  CollapsedDependenciesAnnotation, CollapsedCCProcessedDependenciesAnnotation<\/p>\n

                  TrueCaseTextAnnotation<\/p>\n

                  4. \u062a\u0648\u0636\u06cc\u062d\u0627\u062a:<\/p>\n

                  \u0641\u0631\u0627\u0647\u0645 \u0622\u0648\u0631\u062f\u0646 \u06cc\u06a9 \u0622\u0646\u0627\u0644\u06cc\u0632 \u0646\u062d\u0648\u06cc \u06a9\u0627\u0645\u0644 \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0627\u062f\u0646 \u0627\u062c\u0632\u0627\u0621 \u0633\u0627\u0632\u0646\u062f\u0647 \u0648 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627 . \u062e\u0631\u0648\u062c\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u062c\u0632\u0627\u0621 \u0633\u0627\u0632\u0646\u062f\u0647 \u062f\u0631 TreeAnnotation \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062e\u0631\u0648\u062c\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u06a9\u0647 \u06f3 \u0645\u062f\u0644 \u0645\u06cc \u0628\u0627\u0634\u0646\u062f\u060c \u0628\u0647 \u06af\u0648\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0634\u0631\u062d \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u0634\u0648\u0646\u062f:<\/p>\n

                  \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc basic \u0648 uncollapsed \u062f\u0631 BasicDependenciesAnnotation\u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n

                  \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc collapsed \u062f\u0631CollapsedDependenciesAnnotation \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n

                  \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc collapsed \u0628\u0627 \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0634\u062f\u0647 \u062f\u0631CollapsedCCProcessedDependenciesAnnotation \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n

                  1. \u0627\u0633\u0645 \u0648\u06cc\u0698\u06af\u06cc: dcoref<\/p>\n

                  2. \u0627\u0633\u0645 \u06a9\u0644\u0627\u0633: DeterministicCorefAnnotator<\/p>\n

                  3. Annotation \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647:<\/p>\n

                  CorefChainAnnotation,<\/p>\n

                  4. \u062a\u0648\u0636\u06cc\u062d\u0627\u062a:<\/p>\n

                  \u0645\u0631\u062c\u0639 \u0636\u0645\u0627\u06cc\u0631 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0645\u062a\u0646 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f.. \u06af\u0631\u0627\u0641 \u0645\u0631\u062c\u0639 \u0636\u0645\u0627\u06cc\u0631 \u062f\u0631 \u0642\u0633\u0645\u062a CorefChainAnnotation \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n

                  \u0646\u062d\u0648\u0647 \u06cc \u0639\u0645\u0644\u06a9\u0631\u062f Stanford CoreNLP \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0645\u062b\u0627\u0644:<\/strong><\/p>\n

                  \u062f\u0631 \u0642\u0637\u0639\u0647 \u06a9\u062f \u0632\u06cc\u0631 \u0646\u062d\u0648\u0647 \u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0646 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Stanford CoreNLP \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0627\u06cc\u067e \u0644\u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n

                  \/\/\u062f\u0631 \u0627\u0628\u062a\u062f \u06cc\u06a9 \u0634\u06cc \u0627\u0632 \u0646\u0648\u0639 Properties \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0648 \u0639\u0645\u0644\u06cc\u0627\u062a \u062d\u0627\u0634\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0628\u0647 \u0622\u0646 \u0634\u06cc\u0621 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n

                  Properties props = new Properties();<\/p>\n

                  props.put(\u201cannotators\u201d, \u201ctokenize, ssplit, pos, lemma, ner, parse, dcoref\u201d);<\/p>\n

                  \/\/\u06cc\u06a9 \u0634\u06cc \u0621 \u067e\u0627\u06cc\u067e \u0644\u0627\u06cc\u0646 \u0627\u0632 \u0631\u0648\u06cc \u06a9\u0644\u0627\u0633 StanfordCoreNLP \u0633\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc props \u0628\u0647 \u0622\u0646 \u067e\u0627\u0633 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n

                  StanfordCoreNLP pipeline = new StanfordCoreNLP(props);<\/p>\n

                  \/\/ \u0645\u062a\u0646 \u0648\u0631\u0648\u062f\u06cc \u062e\u0648\u0627\u0646\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n

                  String text = \u2026 \/\/ Add your text here!<\/p>\n

                  \/\/ \u06cc\u06a9 \u0634\u06cc\u0621 \u062e\u0627\u0644\u06cc \u0627\u0632\u0646\u0648\u0639 Annotation \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0648 \u0645\u062a\u0646 \u0648\u0631\u0648\u062f\u06cc \u062f\u0631 \u0622\u0646 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/p>\n

                  Annotation document = new Annotation(text);<\/p>\n

                  \/\/\u062a\u0645\u0627\u0645\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u062d\u0627\u0634\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062a\u062f annotate \u0627\u062c\u0631\u0627\u0621 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n

                  pipeline.annotate(document);<\/p>\n

                  \/\/ \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0645\u062a\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u062a\u0639\u062f\u0627\u062f\u06cc \u062c\u0645\u0644\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f. \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0627\u0632 \u0627\u06cc\u0646 \u062c\u0645\u0644\u0627\u062a CoreMap \u0645\u06cc \u0628\u0627\u0634\u062f. CoreMap \u06cc\u06a9 Map \u200c\u0645\u06cc \u0628\u0627\u0634\u062f \u06a9\u0647 \u0627\u0632 class objects \u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 key \u200c\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631 Value \u0622\u0646 \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u0627 \u0647\u0633\u062a\u0646\u062f.<\/p>\n

                  List<CoreMap> sentences =<\/p>\n

                  document.get(SentencesAnnotation.class);<\/p>\n

                  \n

                  for(CoreMap sentence: sentences) {<\/p>\n

                  \/\/\u0628\u0631\u0631\u0633\u06cc \u062a\u0645\u0627\u0645\u06cc \u06a9\u0644\u0645\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0647\u0631 \u062c\u0645\u0644\u0647<\/p>\n

                  \/\/ CoreLabel \u0647\u0645\u0627\u0646 CoreMap \u0627\u0633\u062a \u0628\u0627 \u0627\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u0645\u062a\u062f\u0647\u0627\u06cc \u0648\u06cc\u0698 \u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u06a9\u0646 \u0647\u0627 \u0645\u06cc \u0628\u0627\u0634\u062f.<\/p>\n

                  for (CoreLabel token: sentence.get(TokensAnnotation.class)) {<\/p>\n

                  \/\/\u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u062a\u0648\u06a9\u0646 \u0647\u0627\u06cc \u0645\u062a\u0646<\/p>\n

                  String word = token.get(TextAnnotation.class);<\/p>\n

                  \/\/ \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u0628\u0631\u0686\u0633\u0628POS \u062a\u0648\u06a9\u0646 \u0647\u0627<\/p>\n

                  String pos = token.get(PartOfSpeechAnnotation.class);<\/p>\n

                  \/\/ \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u0628\u0631\u0686\u0633\u0628NER \u062a\u0648\u06a9\u0646 \u0647\u0627<\/p>\n

                  String ne = token.get(NamedEntityTagAnnotation.class);<\/p>\n

                  }<\/p>\n

                  \/\/\u0646\u0645\u0627\u06cc\u0634 \u062f\u0631\u062e\u062a \u062a\u062c\u0632\u06cc\u0647 \u062c\u0645\u0644\u0647 \u062c\u0627\u0631\u06cc<\/p>\n

                  Tree tree = sentence.get(TreeAnnotation.class);<\/p>\n

                  \/\/\u0646\u0645\u0627\u06cc\u0634 \u06af\u0631\u0627\u0641 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u062c\u0645\u0644\u0647 \u062c\u0627\u0631\u06cc<\/p>\n

                  SemanticGraph dependencies = sentence.get(CollapsedCCProcessedDependenciesAnnotation.class);<\/p>\n

                  }<\/p>\n

                  \/\/\u0646\u0645\u0627\u06cc\u0634 \u06af\u0631\u0627\u0641 \u0627\u062a\u0635\u0627\u0644 coreference \u062c\u0645\u0644\u0627\u062a<\/p>\n

                  Map<Integer, CorefChain> graph =<\/p>\n

                  document.get(CorefChainAnnotation.class);<\/p>\n

                  \"\u067e\u0631\u062f\u0627\u0632\u0634
                  \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f<\/figcaption><\/figure>\n

                  \u062a\u0634\u062e\u06cc\u0635 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645 \u0647\u0627\u06cc \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f: Stanford Named Entity Recognizer<\/h2>\n

                  \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u060c \u062a\u0648\u0627\u0644\u06cc \u0646\u0627\u0645 \u0647\u0627 (\u0646\u0627\u0645 \u0647\u0627\u06cc \u062e\u0627\u0635) \u0627\u0632 \u062c\u0645\u0644\u0647 \u0627\u0633\u0627\u0645\u06cc \u0633\u0627\u0632\u0645\u0627\u0646 \u0647\u0627\u060c \u0645\u06a9\u0627\u0646 \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc\u060c \u0646\u0627\u0645 \u0648 \u0646\u0627\u0645 \u062e\u0627\u0646\u0648\u0627\u062f\u06af\u06cc \u0627\u0641\u0631\u0627\u062f \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062a\u0646 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u062f\u060c \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u06cc\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0631\u0627 \u062c\u0647\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0646\u0627\u0645 \u0698\u0646 \u0647\u0627 \u0648 \u067e\u0631\u0648\u062a\u0626\u06cc\u0646 \u0647\u0627\u060c \u0632\u0645\u0627\u0646 \u0648 \u062a\u0627\u0631\u06cc\u062e \u0646\u06cc\u0632 \u06af\u0633\u062a\u0631\u0634 \u062f\u0627\u062f. \u0627\u06cc\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u06a9\u0647 \u062c\u0647\u062a \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0648\u0646 \u0648 \u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f\u060c \u062a\u062d\u062a \u0645\u062c\u0648\u0632 \u00a0General Public License \u0628\u0648\u062f\u0647 \u0648 \u062f\u0627\u0646\u0644\u0648\u062f \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0647\u0645\u06af\u0627\u0646 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0633\u062a\u0631\u0633\u06cc \u0622\u0632\u0627\u062f \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0627\u0633\u062a\u060c \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0641\u0639\u0644\u06cc Stanford NER \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u062c\u0627\u0648\u0627 1\/8 \u06cc\u0627 \u0628\u0627\u0644\u0627\u062a\u0631 \u0647\u0633\u062a\u0646\u062f.<\/p>\n

                  \u0627\u0628\u0632\u0627\u0631 \u0634\u0646\u0627\u0633\u0627\u06af\u0631 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645 \u0647\u0627\u060c \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0632\u0628\u0627\u0646 \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u00a0\u0648\u0627\u0698\u0647 \u0646\u0627\u0645\u0647 \u0647\u0627\u06cc\u06cc\u060c \u062c\u0647\u062a \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0648\u0646 \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0646\u0627\u0645 \u0647\u0627 \u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f. \u062f\u0631 \u0627\u0635\u0644\u060c \u0645\u0627 \u0628\u0647 \u0622\u0646 \u0645\u06cc \u06af\u0648\u06cc\u06cc\u0645: \u0627\u06cc\u0646 \u06cc\u06a9 \u0628\u0644\u0648\u06a9 \u0645\u062a\u0646 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0648 \u0627\u06cc\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0622\u0646 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0645\u062a\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0647 \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u062a\u0646 \u0645\u0627 \u0646\u06af\u0627\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0645\u0637\u0627\u0628\u0642 \u0622\u0646 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0641\u0631\u0627\u062f\u060c \u0633\u0627\u0632\u0645\u0627\u0646 \u0647\u0627 \u0648 \u0645\u06a9\u0627\u0646 \u0647\u0627 \u0627\u0642\u062f\u0627\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n

                  \"\u067e\u0631\u062f\u0627\u0632\u0634
                  \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f<\/figcaption><\/figure>\n

                  \u062c\u0647\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0628\u062a\u062f\u0627\u060c NER Stanford \u0631\u0627 \u0627\u0632 http:\/\/nlp.stanford.edu\/software\/CRF-NER.html \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a\u06af\u0627\u0647 \u062e\u0648\u062f \u0628\u06cc\u0641\u0632\u0627\u06cc\u06cc\u062f. \u0647\u06cc\u0686 \u06af\u0648\u0646\u0647 \u0631\u0648\u0634 \u0646\u0635\u0628 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u0622\u0646 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f\u060c \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0642\u0627\u062f\u0631 \u0628\u0647 \u0627\u062c\u0631\u0627\u06cc Stanford NER \u0627\u0632 \u067e\u0648\u0634\u0647 \u0627\u06cc \u06a9\u0647 \u0622\u0646\u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f\u060c \u0628\u0627\u0634\u06cc\u062f. \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644\u060c Stanford NER \u0627\u0632 \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n

                  Stanford NER \u0646\u06cc\u0632 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 CRF Classifier \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u06cc\u06a9 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0644\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0646\u062c\u06cc\u0631\u0647 \u062e\u0637\u06cc \u0634\u0631\u0637\u06cc (CRF) \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0647 \u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631 \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u062f \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc NER \u06cc\u0627 \u0647\u0631 \u06a9\u0627\u0631 \u062f\u06cc\u06af\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u06cc\u06a9\u06cc \u0627\u0632 \u0633\u0647 \u06af\u0632\u06cc\u0646\u0647 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0628\u062e\u0634 CRF\u060c \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0634\u0631\u0648\u0639 \u0628\u0647 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062f\u0631\u0646\u0647\u0627\u06cc\u062a \u0627\u0633\u0627\u0645\u06cc \u0648 \u0646\u0627\u0645 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u062a\u0646 \u0628\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u0633\u0627\u0632\u06cc \u0631\u0646\u06af\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0627 \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646 \u0631\u0633\u0627\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0634\u062f\u0647 \u062c\u0647\u062a \u0645\u0635\u0648\u0631 \u0633\u0627\u0632\u06cc \u06cc\u0627 \u062a\u062d\u0644\u06cc\u0644 \u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u062e\u0631\u0648\u062c\u06cc \u0628\u06af\u06cc\u0631\u06cc\u0645.<\/p>\n

                  \"\u067e\u0631\u062f\u0627\u0632\u0634
                  \n<\/figcaption><\/figure>\n

                  \u0645\u062f\u06cc\u0631\u06cc\u062a \u0633\u0631\u0648\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0648 \u0645\u0634\u0627\u0648\u0631\u0647 – \u062b\u0628\u062a \u062f\u0627\u0645\u0646\u0647<\/p>\n","protected":false},"excerpt":{"rendered":"

                  Stanford CoreNLP \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0622\u0646\u0627\u0644\u06cc\u0632 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u0622\u0648\u0631\u062f. \u0627\u06cc\u0646 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u0645\u062a\u0646 \u062e\u0627\u0645 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u06af\u0631\u0641\u062a\u0647 \u0648 \u0634\u06a9\u0644 \u0627\u0648\u0644\u06cc\u0647 \u06a9\u0644\u0645\u0627\u062a\u060c \u0628\u062e\u0634 \u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631\u06cc \u06a9\u0644\u0645\u0627\u062a\u060c \u062a\u0634\u062e\u06cc\u0635 \u0627\u0633\u0645 \u062e\u0627\u0635 \u0628\u0648\u062f\u0646 \u06a9\u0644\u0645\u0627\u062a\u060c \u0646\u0631\u0645\u0627\u0644 \u06a9\u0631\u062f\u0646 \u062a\u0627\u0631\u06cc\u062e\u060c \u0632\u0645\u0627\u0646 \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0639\u062f\u062f\u06cc\u060c \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u062c\u0645\u0644\u0627\u062a \u0628\u0631 \u062d\u0633\u0628 …<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[35],"tags":[],"class_list":["post-13433","post","type-post","status-publish","format-standard","hentry","category-bigdata"],"_links":{"self":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/13433","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/comments?post=13433"}],"version-history":[{"count":0,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/13433\/revisions"}],"wp:attachment":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/media?parent=13433"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/categories?post=13433"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/tags?post=13433"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}