nlp:relation_extraction

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nlp:relation_extraction [2021/03/01 11:24] jmflanignlp:relation_extraction [2023/11/23 00:22] (current) – [Papers] jmflanig
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 ====== Relation Extraction ====== ====== Relation Extraction ======
 +
 +===== Overviews =====
 +  * **[[https://arxiv.org/pdf/1712.05191.pdf|Pawar et al 2017 - Relation Extraction : A Survey]]** Very good survey
 +  * [[https://dl.acm.org/doi/pdf/10.1145/3241741|Smirnova & Cudre-Mauroux 2018 - Relation Extraction Using Distant Supervision: A Survey]]
 +  * [[https://iopscience.iop.org/article/10.1088/1742-6596/1601/3/032029/pdf|Zhang et al 2020 - A Survey Deep Learning Based Relation Extraction]]
 +
 ===== Papers ===== ===== Papers =====
   * [[https://arxiv.org/pdf/1601.00770.pdf|Miwa & Bansal 2016 - End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures]]   * [[https://arxiv.org/pdf/1601.00770.pdf|Miwa & Bansal 2016 - End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures]]
 +  * [[https://arxiv.org/pdf/1708.03743.pdf|Peng et al 2017 - Cross-Sentence N-ary Relation Extraction with Graph LSTMs]]
 +  * With LLMs
 +    * [[https://arxiv.org/pdf/2305.02105.pdf|Wan et al 2023 - GPT-RE: In-context Learning for Relation Extraction using Large Language Models]]
 +
 +===== OpenIE =====
 +For an overview see section 6 of [[https://arxiv.org/pdf/1712.05191.pdf|this paper]].
 +  * [[https://www.aaai.org/Papers/IJCAI/2007/IJCAI07-429.pdf|Banko et al 2007 - Open Information Extraction from the Web]] The paper that introduced the task of OpenIE.  Their system was called TextRunner.  Precurser to [[https://en.wikipedia.org/wiki/Never-Ending_Language_Learning|NELL]]?  Their design is very similar, see [[https://dl.acm.org/doi/pdf/10.1145/3191513|this paper]].  NELL's learning method (and knowledge integrator) is similar to TextRunner's 3 modules (and redundancy-based assessor).
 +  * [[https://www.aclweb.org/anthology/N19-1309.pdf|Lockard et al 2019 - OpenCeres: When Open Information Extraction Meets the Semi-Structured Web]]
  
 ===== Related Pages ===== ===== Related Pages =====
   * [[Information Extraction]]   * [[Information Extraction]]
  
nlp/relation_extraction.1614597875.txt.gz · Last modified: 2023/06/15 07:36 (external edit)

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