J-NERD: Joint Named Entity Recognition and Disambiguation with Rich Linguistic Features

2016-01-01 · TACL 2016 1 · Dat Ba Nguyen, Martin Theobald, Gerhard Weikum

Methods for Named Entity Recognition and Disambiguation (NERD) perform NER and NED in two separate stages. Therefore, NED may be penalized with respect to precision by NER false positives, and suffers in recall from NER false negatives. Conversely, NED does not fully exploit information computed by NER such as types of mentions. This paper presents J-NERD, a new approach to perform NER and NED jointly, by means of a probabilistic graphical model that captures mention spans, mention types, and the mapping of mentions to entities in a knowledge base. We present experiments with different kinds of texts from the CoNLL{'}03, ACE{'}05, and ClueWeb{'}09-FACC1 corpora. J-NERD consistently outperforms state-of-the-art competitors in end-to-end NERD precision, recall, and F1.

📄 PDF Abstract BibTeX

Code (0)

등록된 구현이 없습니다.

Tasks

named-entity-recognitionNamed Entity RecognitionNamed Entity Recognition (NER)NER

TweetNERD -- End to End Entity Linking Benchmark for Tweets

2022-10-14 · Shubhanshu Mishra, Aman Saini, Raheleh Makki, Sneha Mehta 외

Named Entity Recognition and Disambiguation (NERD) systems are foundational for information retrieval, question answering, event detection, and other natural language processing (NLP) applications. We introduce TweetNERD…

Benchmarking Entity Linking Event Detection Information Retrieval+6

NERD: A Framework for Unifying Named Entity Recognition and Disambiguation Extraction Tools

2012-04-01 · EACL 2012 4 · Giuseppe Rizzo, Rapha{\"e}l Troncy

Entity Extraction using GAN named-entity-recognition Named Entity Recognition Named Entity Recognition (NER)

SIR-NERD: A Chinese Named Entity Recognition and Disambiguation System using a Two-Stage Method

2012-12-01 · WS 2012 12 · Zehuan Peng, Le Sun, Xianpei Han

Chinese Named Entity Recognition Information Retrieval named-entity-recognition Named Entity Recognition+1

TANKER: Distributed Architecture for Named Entity Recognition and Disambiguation

2017-08-30 · Sandro A. Coelho, Diego Moussallem, Gustavo C. Publio, Diego Esteves

Named Entity Recognition and Disambiguation (NERD) systems have recently been widely researched to deal with the significant growth of the Web. NERD systems are crucial for several Natural Language Processing (NLP) tasks…

Machine Translation named-entity-recognition Named Entity Recognition Named Entity Recognition (NER)+1

MultiNERD: A Multilingual, Multi-Genre and Fine-Grained Dataset for Named Entity Recognition (and Disambiguation)

2022-07-01 · Findings (NAACL) 2022 7 · Simone Tedeschi, Roberto Navigli

Named Entity Recognition (NER) is the task of identifying named entities in texts and classifying them through specific semantic categories, a process which is crucial for a wide range of NLP applications. Current datase…

Entity Linking named-entity-recognition Named Entity Recognition Named Entity Recognition (NER)+1