A curated list of Open Information Extraction (OIE) resources: research papers, code, data, applications, etc. The list is not limited to Open Information Extraction systems exclusively. It also includes work highly related to OIE, such as taxonomizing open relations and using OIE in downstream applications.
Open Information Extraction (OIE) systems aim to extract unseen relations and their arguments from unstructured text in unsupervised manner. In its simplest form, given a natural language sentence, they extract information in the form of a triple, consisted of subject (S), relation ® and object (O).
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“Open Language Learning for Information Extraction” - EMNLP-CoNLL 2012 (resources (code, data, binaries))
Mausam, Michael Schmitz, Stephen Soderland, Robert Bart, Oren Etzioni
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“PATTY: A Taxonomy of Relational Patterns with Semantic Types” - EMNLP-CoNLL 2012
Ndapandula Nakashole, Gerhard Weikum, Fabian M. Suchanek
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“Ensemble Semantics for Large-scale Unsupervised Relation Extraction” - EMNLP-CoNLL 2012
Bonan Min, Shuming Shi, Ralph Grishman, Chin-Yew Lin
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“WiSeNet: building a wikipedia-based semantic network with ontologized relations” - CIKM 2012 (resources)
Andrea Moro, Roberto Navigli
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“Open Information Extraction for SOV Language Based on Entity-Predicate Pair Detection” - COLING 2012
Woong-Ki Lee, Yeon-Su Lee, Hyoung-Gyu Lee, Won-Ho Ryu, Hae-Chang Rim
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“A Weighting Scheme for Open Information Extraction” - HLT-NAACL 2012
Yuval Merhav
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“Dependency-based open information extraction” - Joint Workshop on Unsupervised and Semi-Supervised Learning in NLP @ ACL 2012
Pablo Gamallo, Marcos Garcia
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“KrakeN: N-ary Facts in Open Information Extraction” - AKBC-WEKEX@NAACL-HLT 2012
Alan Akbik, Alexander Löser
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“Improving Open Information Extraction for Informal Web Documents with Ripple-Down Rules” - PKAW 2012
Myung Hee Kim, Paul Compton
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“ClausIE: clause-based open information extraction” - WWW 2013 (slides, code, all resources)
Luciano Del Corro, Rainer Gemulla
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“Integrating Syntactic and Semantic Analysis into the Open Information Extraction Paradigm” - IJCAI 2013 (resources)
Andrea Moro, Roberto Navigli
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“Effectiveness and Efficiency of Open Relation Extraction” - EMNLP 2013 (code)
Filipe de Sá Mesquita, Jordan Schmidek, Denilson Barbosa
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“Open Information Extraction with Tree Kernels” - HLT-NAACL 2013
Ying Xu, Mi-Young Kim, Kevin Quinn, Randy Goebel, Denilson Barbosa
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“Relation Extraction with Matrix Factorization and Universal Schemas” - HLT-NAACL 2013
Sebastian Riedel, Limin Yao, Andrew McCallum, Benjamin M. Marlin
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“Open Information Extraction via Contextual Sentence Decomposition” - ICSC 2013
Hannah Bast, Elmar Haussmann
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“Integrating Open and Closed Information Extraction: Challenges and First Steps” - NLP-DBPEDIA@ISWC 2013
Arnab Dutta, Christian Meilicke, Mathias Niepert, Simone Paolo Ponzetto
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“Open Information Extraction to KBP Relations in 3 Hours” - TAC 2013
Stephen Soderland, John Gilmer, Robert Bart, Oren Etzioni, Daniel S. Weld
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“ReNoun: Fact Extraction for Nominal Attributes” - EMNLP 2014
Mohamed Yahya, Steven Whang, Rahul Gupta, Alon Y. Halevy
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“ZORE: A Syntax-based System for Chinese Open Relation Extraction” - EMNLP 2014
Likun Qiu, Yue Zhang
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“Canonicalizing Open Knowledge Bases” - CIKM 2014
Luis Galárraga, Geremy Heitz, Kevin Murphy, Fabian M. Suchanek
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“Focused Entailment Graphs for Open IE Propositions” - CoNLL 2014
Omer Levy, Ido Dagan, Jacob Goldberger
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“Boosting Open Information Extraction with Noun-Based Relations” - LREC 2014
Clarissa Castellã Xavier, Vera Lúcia Strube de Lima
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“Improving Open Relation Extraction via Sentence Re-Structuring” - LREC 2014
Jordan Schmidek, Denilson Barbosa
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“More Informative Open Information Extraction via Simple Inference” - ECIR 2014
Hannah Bast, Elmar Haussmann
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“Semantifying Triples from Open Information Extraction Systems” - STAIRS 2014
Arnab Dutta, Christian Meilicke, Heiner Stuckenschmidt
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“Entity-Centric Coreference Resolution of Person Entities for Open Information Extraction” - Procesamiento del Lenguaje Natural (2014)
Marcos García, Pablo Gamallo
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“Open Information Extraction for Spanish Language based on Syntactic Constraints” - ACL (Student Research Workshop) (2014)
Alisa Zhila, Alexander Gelbukh
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“Leveraging Linguistic Structure For Open Domain Information Extraction” - ACL 2015 (code (Java), code (Python))
Gabor Angeli, Melvin Jose Johnson Premkumar, Christopher D. Manning
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“Open IE as an Intermediate Structure for Semantic Tasks” - ACL 2015
Gabriel Stanovsky, Ido Dagan, Mausam
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“Large-Scale Information Extraction from Textual Definitions through Deep Syntactic and Semantic Analysis” - TACL 2015 (resources)
Claudio Delli Bovi, Luca Telesca, Roberto Navigli
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“Inferring Binary Relation Schemas for Open Information Extraction” - EMNLP 2015
Kangqi Luo, Xusheng Luo, Kenny Qili Zhu
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“Knowledge Base Unification via Sense Embeddings and Disambiguation” - EMNLP 2015 (resources)
Claudio Delli Bovi, Luis Espinosa Anke, Roberto Navigli
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“CORE: Context-Aware Open Relation Extraction with Factorization Machines” - EMNLP 2015 (code)
Fabio Petroni, Luciano Del Corro, Rainer Gemulla
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“Multilingual Open Relation Extraction Using Cross-lingual Projection” - HLT-NAACL 2015
Manaal Faruqui, Shankar Kumar
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“Enriching Structured Knowledge with Open Information” - WWW 2015
Arnab Dutta, Christian Meilicke, Heiner Stuckenschmidt
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“SRDF: Korean Open Information Extraction using Singleton Property” - ISWC 2015
Sangha Nam, YoungGyun Hahm, Sejin Nam, Key-Sun Choi
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“Multilingual Open Information Extraction” - EPIA 2015
Pablo Gamallo, Marcos García
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“Open information extraction based on lexical semantics” - J. Braz. Comp. Soc. 21 2015
Clarissa Castellã Xavier, Vera Lúcia Strube de Lima, Marlo Souza
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“Nested Propositions in Open Information Extraction” - EMNLP 2016 (talk)
Nikita Bhutani, H. V. Jagadish, Dragomir R. Radev
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“Creating a Large Benchmark for Open Information Extraction” - EMNLP 2016 (code, talk)
Gabriel Stanovsky, Ido Dagan
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“Porting an Open Information Extraction System from English to German” - EMNLP 2016 (code)
Tobias Falke, Gabriel Stanovsky, Iryna Gurevych, Ido Dagan
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“Relation Schema Induction using Tensor Factorization with Side Information” - EMNLP 2016
Madhav Nimishakavi, Uday Singh Saini, Partha P. Talukdar
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“Open Information Extraction Systems and Downstream Applications” - IJCAI 2016
Mausam
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“Demonyms and Compound Relational Nouns in Nominal Open IE” - AKBC@NAACL-HLT 2016
Harinder Pal, Mausam
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“A Rule Based Open Information Extraction Method Using Cascaded Finite-State Transducer” - PAKDD 2016
Hailun Lin, Yuanzhuo Wang, Peng Zhang, Weiping Wang, Yinliang Yue, Zheng Lin
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“Getting More Out Of Syntax with PropS” - CoRR (2016)
Gabriel Stanovsky, Jessica Ficler, Ido Dagan, Yoav Goldberg
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“Improving Open Information Extraction for Semantic Web Tasks” - Trans. Computational Collective Intelligence 21, 2016
Cheikh Kacfah Emani, Catarina Ferreira Da Silva, Bruno Fiés, Parisa Ghodous
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“An Informativeness Approach to Open IE Evaluation” - CICLing 2016 (slides, code + data)
William Léchelle, Philippe Langlais
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“MinIE: Minimizing Facts in Open Information Extraction” - EMNLP 2017 (code, poster, all resources)
Kiril Gashteovski, Rainer Gemulla, Luciano Del Corro
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“Answering Complex Questions Using Open Information Extraction” - ACL 2017
Tushar Khot, Ashish Sabharwal, Peter Clark
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“Pocket Knowledge Base Population” - ACL 2017
Travis Wolfe, Mark Dredze, Benjamin Van Durme
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“Bootstrapping for Numerical Open IE” - ACL 2017
Swarnadeep Saha, Harinder Pal, Mausam
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“MT/IE: Cross-lingual Open Information Extraction with Neural Sequence-to-Sequence Models” - EACL 2017 (code)
Kevin Duh, Benjamin Van Durme, Sheng Zhang
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Open Relation Extraction for Support Passage Retrieval: Merit and Open Issues" - SIGIR 2017
Amina Kadry, Laura Dietz
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“Syntactic Representation Learning for Open Information Extraction on Web” - WWW 2017
Chengsen Ru, Jintao Tang, Shasha Li, Ting Wang
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“MetaPAD: Meta Pattern Discovery from Massive Text Corpora” (code)- KDD 2017
Meng Jiang, Jingbo Shang, Taylor Cassidy, Xiang Ren, Lance M. Kaplan, Timothy P. Hanratty, Jiawei Han
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“RelVis: Benchmarking OpenIE Systems” - ISWC 2017
Rudolf Schneider, Tom Oberhauser, Tobias Klatt, Felix A. Gers, Alexander Löser
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“A Consolidated Open Knowledge Representation for Multiple Texts” - LSDSem@EACL 2017
Rachel Wities, Vered Shwartz, Gabriel Stanovsky, Meni Adler, Ori Shapira, Shyam Upadhyay, Dan Roth, Eugenio Martínez-Cámara, Iryna Gurevych, Ido Dagan
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“Open Relation Extraction and Grounding” - IJCNLP 2017
Dian Yu, Lifu Huang, Heng Ji
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“Selective Decoding for Cross-lingual Open Information Extraction” - IJCNLP(1) 2017
Sheng Zhang, Kevin Duh, Benjamin Van Durme
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“An assessment of open relation extraction systems for the semantic web” - Inf. Syst. 71, 2017
Amal Zouaq, Michel Gagnon, Ludovic Jean-Louis
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“An Evaluation of PredPatt and Open IE via Stage 1 Semantic Role Labeling” - IWCS 2017
Sheng Zhang, Rachel Rudinger, Benjamin Van Durme
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“Discovering Relational Phrases for Qualia Roles Through Open Information Extraction” - KESW 2017
Giovanni Siragusa, Valentina Leone, Luigi Di Caro, Claudio Schifanella
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“Open Relation Extraction Based on Core Dependency Phrase Clustering” - DSC 2017
Chengsen Ru, Shasha Li, Jintao Tang, Yi Gao, Ting Wang
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“Analysing Errors of Open Information Extraction Systems” - Workshop on Building Linguistically Generalizable NLP Systems @ EMNLP 2017
Rudolf Schneider, Tom Oberhauser, Tobias Klatt, Felix A. Gers, Alexander Löser
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“Logician: A Unified End-to-End Neural Approach for Open-Domain Information Extraction” - WSDM 2018
Mingming Sun, Xu Li, Xin Wang, Miao Fan, Yue Feng, Ping Li
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“Assertion-Based QA With Question-Aware Open Information Extraction” - AAAI 2018
Zhao Yan, Duyu Tang, Nan Duan, Shujie Liu, Wendi Wang, Daxin Jiang, Ming Zhou, Zhoujun Li
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“Neural Open Information Extraction” - ACL 2018
Lei Cui, Furu Wei, Ming Zhou
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“Supervised Open Information Extraction” - NAACL-HLT 2018
Gabriel Stanovsky, Julian Michael, Luke Zettlemoyer, Ido Dagan
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“Logician and Orator: Learning from the Duality between Language and Knowledge in Open Domain” - EMNLP 2018
Mingming Sun, Xu Li, Ping Li
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“Open Information Extraction from Conjunctive Sentences” - COLING 2018
Swarnadeep Saha, Mausam
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“Graphene: Semantically-Linked Propositions in Open Information Extraction” - COLING 2018 (code, documentation)
Matthias Cetto, Christina Niklaus, André Freitas, Siegfried Handschuh
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“Open Information Extraction on Scientific Text: An Evaluation” - COLING 2018
Paul T. Groth, Michael Lauruhn, Antony Scerri, Ron Daniel
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“A Survey on Open Information Extraction” - COLING 2018
Christina Niklaus, Matthias Cetto, André Freitas, Siegfried Handschuh
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“StuffIE: Semantic Tagging of Unlabeled Facets Using Fine-Grained Information Extraction” - CIKM 2018
Radityo Eko Prasojo, Mouna Kacimi, Werner Nutt
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“Towards Practical Open Knowledge Base Canonicalization” - CIKM 2018
Tien-Hsuan Wu, Zhiyong Wu, Ben Kao, Pengcheng Yin
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“Open Information Extraction with Global Structure Constraints” - WWW 2018
Qi Zhu, Xiang Ren, Jingbo Shang, Yu Zhang, Frank F. Xu, Jiawei Han
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“CESI: Canonicalizing Open Knowledge Bases using Embeddings and Side Information” - WWW 2018 (code)
Shikhar Vashishth, Prince Jain, Partha Talukdar
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“Revisiting the Task of Scoring Open IE Relations” (poster) - LREC 2018
William Léchelle, Philippe Langlais
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“Employing Semantic Context for Sparse Information Extraction Assessment” - TKDD 2018 (resources)
Pei-Pei Li, Haixun Wang, Hongsong Li, Xindong Wu
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“Open Information Extraction with Meta-pattern Discovery in Biomedical Literature” - BCB 2018
Xuan Wang, Yu Zhang, Qi Li, Yinyin Chen, Jiawei Han
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“Modeling and Summarizing News Events Using Semantic Triples” - ESWC 2018
Radityo Eko Prasojo, Mouna Kacimi, Werner Nutt
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“Disambiguating Open IE: Identifying Semantic Similarity in Relation Extraction by Word Embeddings” - PROPOR 2018
Leandro M. P. Sanches, Victor S. Cardel, Larissa S. Machado, Marlo Souza, Laís do Nascimento Salvador
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“Task-Oriented Evaluation of Dependency Parsing with Open Information Extraction” - PROPOR 2018
Pablo Gamallo, Marcos Garcia
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“Challenges of an Annotation Task for Open Information Extraction in Portuguese” - PROPOR 2018
Rafael Glauber, Leandro Souza de Oliveira, Cleiton Fernando Lima Sena, Daniela Barreiro Claro, Marlo Souza
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“A systematic mapping study on open information extraction” - Expert Syst. Appl. 2018
Rafael Glauber, Daniela Barreiro Claro
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“Self-training on refined clause patterns for relation extraction” - Inf. Process. Manage. 54(4): 686-706 (2018)
Duc-Thuan Vo, Ebrahim Bagheri
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“Supervised Neural Models Revitalize the Open Relation Extraction” - CoRR 2018
Shengbin Jia, Yang Xiang, Xiaojun Chen
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“Chinese Open Relation Extraction and Knowledge Base Establishment” - ACM Trans. Asian & Low-Resource Lang. Inf. Process. 2018 (slides, code)
Shengbin Jia, Shijia E, Maozhen Li, Yang Xiang
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Rule-based Indonesian Open Information Extraction" - ICAICTA 2018
Ade Romadhony, Ayu Purwarianti, Dwi H. Widyantoro
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“WiRe57 : A Fine-Grained Benchmark for Open Information Extraction” - CoRR 2018
William Léchelle, Fabrizio Gotti, Philippe Langlais
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“OPIEC: An Open Information Extraction Corpus” - AKBC 2019 (data + resources, code (data reading), code (pipeline))
Kiril Gashteovski, Sebastian Wanner, Sven Hertling, Samuel Broscheit, Rainer Gemulla
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“MinScIE: Citation-centered Open Information Extraction” - JCDL 2019 (code)
Anne Lauscher, Yide Song, Kiril Gashteovski
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“EAL: A Toolkit and Dataset for Entity-Aspect Linking” - JCDL 2019 (data, code, demo)
Federico Nanni, Jingyi Zhang, Ferdinand Betz, Kiril Gashteovski
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“Integrating Local Context and Global Cohesiveness for Open Information Extraction” - WSDM 2019 (code)
Qi Zhu, Xiang Ren, Jingbo Shang, Yu Zhang, Ahmed El-Kishky, Jiawei Han
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“Open Information Extraction from Question-Answer Pairs” - NAACL 2019
Nikita Bhutani, Yoshihiko Suhara, Wang-Chiew Tan, Alon Halevy and H V Jagadish
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“OpenKI: Integrating Open Information Extraction and Knowledge Bases with Relation Inference” - NAACL 2019 (data)
Dongxu Zhang, Subhabrata Mukherjee, Colin Lockard, Xin Luna Dong, Andrew McCallum
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“OpenCeres: When Open Information Extraction Meets the Semi-Structured Web” - NAACL 2019 (video, slides, data)
Colin Lockard, Prashant Shiralkar and Xin Luna Dong
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“Improving Open Information Extraction via Iterative Rank-Aware Learning” - ACL 2019 (code)
Zhengbao Jiang, Pengcheng Yin and Graham Neubig
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“Open Relation Extraction: Relational Knowledge Transfer from Supervised Data to Unsupervised Data” - EMNLP 2019
Ruidong Wu, Yuan Yao, Xu Han, Ruobing Xie, Zhiyuan Liu, Fen Lin, Leyu Lin and Maosong Sun
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“Supervising Unsupervised Open Information Extraction Models” - EMNLP 2019
Arpita Roy, Youngja Park, Taesung Lee and Shimei Pan
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“CaRB: A Crowdsourced Benchmark for Open IE” - EMNLP 2019 (code and data)
Sangnie Bhardwaj, Samarth Aggarwal and Mausam
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“CaRe: Open Knowledge Graph Embeddings” - EMNLP 2019 (code)
Swapnil Gupta, Sreyash Kenkre, Partha Talukdar
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“Collaborative Policy Learning for Open Knowledge Graph Reasoning” - EMNLP 2019 (code)
Cong Fu, Tong Chen, Meng Qu, Woojeong Jin, Xiang Ren
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“Multi-Input Multi-Output Sequence Labeling for Joint Extraction of Fact and Condition Tuples from Scientific Text” - EMNLP 2019
Tianwen Jiang, Tong Zhao, Bing Qin, Ting Liu, Nitesh Chawla, Meng Jiang
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“The Role of “Condition”: A Novel Scientific Knowledge Graph Representation and Construction Model” - KDD 2019
Tianwen Jiang, Tong Zhao, Bing Qin, Ting Liu, Nitesh V. Chawla, Meng Jiang
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“Canonicalization of Open Knowledge Bases with Side Information from the Source Text” - ICDE 2019
Xueling Lin, Lei Chen
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“Open Relation Extraction for Chinese Noun Phrases” - TKDE 2019
Chengyu Wang, Xiaofeng He, Aoying Zhou
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“Divide and Extract – Disentangling Clause Splitting and Proposition Extraction” - RANLP 2019
Darina Gold, Torsten Zesch
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“Exploiting Open IE for Deriving Multiple Premises Entailment Corpus” - RANLP 2019
Martin Víta, Jakub Klímek
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“Lexicon-Grammar based Open Information Extraction from Natural Language Sentences in Italian” - Expert Systems and Applications 2019
Raffaele Guarasci, Emanuele Damiano, Aniello Minutolo, Massimo Esposito, Giuseppe De Pietro
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“Weakly Supervised, Data-Driven Acquisition of Rules for Open Information Extraction” - CAIAC 2019
Fabrizio GottiEmail, Philippe Langlais
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“Aligning Open IE Relations and KB Relations using a Siamese Network Based on Word Embedding” - ICCS 2019
Rifki Afina Putri, Giwon Hong, Sung-Hyon Myaeng
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“Contextualized Word Embeddings in a Neural Open Information Extraction Model” - NLDB 2019
Injy Sarhan, Marco R. Spruit
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“Multilingual Open Information Extraction: Challenges and Opportunities” - Information 10(7): 228, 2019
Daniela Barreiro Claro, Marlo Souza, Clarissa Castellã Xavier, Leandro Souza de Oliveira
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“CTGA: Graph-based Biomedical Literature Search” - IEEE International Conference on Bioinformatics and Biomedicine (BIBM)
Tianwen Jiang, Zhihan Zhang, Tong Zhao, Bing Qin, Ting Liu, Nitesh V. Chawla, Meng Jiang
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“When Lexicon-Grammar Meets Open Information Extraction: a Computational Experiment for Italian Sentences” - CLiC-it 2019
Raffaele Guarasci, Emanuele Damiano, Aniello Minutolo, Massimo Esposito
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“Towards a gold standard dataset for Open Information Extraction in Italian” - SNAMS 2019
Raffaele Guarasci, Emanuele Damiano, Aniello Minutolo, Massimo Esposito
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“Co-Clustering Triples from Open Information Extraction” - COMAD 2019
Koninika Pal, Vinh Thinh Ho, Gerhard Weikum
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Coherence and Salience-Based Multi-Document Relationship Mining - APWeb-WAIM 2019
Yongpan Sheng, Zenglin Xu
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“Learning Open Information Extraction of Implicit Relations from Reading Comprehension Datasets” - CoRR 2019
Jacob Beckerman, Theodore Christakis
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Systematic Comparison of Neural Architectures and Training Approaches for Open Information Extraction - EMNLP 2020
Patrick Hohenecker, Frank Mtumbuka, Vid Kocijan, Thomas Lukasiewicz
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A Predicate-Function-Argument Annotation of Natural Language for Open-Domain Information eXpression - EMNLP 2020 (resources)
Mingming Sun, Wenyue Hua, Zoey Liu, Xin Wang, Kangjie Zheng, Ping Li
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Systematic Comparison of Neural Architectures and Training Approaches for Open Information Extraction - EMNLP 2020
Patrick Hohenecker, Frank Mtumbuka, Vid Kocijan, Thomas Lukasiewicz
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SelfORE: Self-supervised Relational Feature Learning for Open Relation Extraction - EMNLP 2020
Xuming Hu, Chenwei Zhang, Yusong Xu, Lijie Wen, Philip S. Yu
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“OpenIE6: Iterative Grid Labeling and Coordination Analysis for Open Information Extraction” (code) - EMNLP 2020
Keshav Kolluru, Vaibhav Adlakha, Samarth Aggarwal, Mausam, Soumen Chakrabarti
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“Multi2OIE: Multilingual Open Information Extraction based on Multi-Head Attention with BERT” (code) - EMNLP 2020
Youngbin Ro, Yukyung Lee, Pilsung Kang
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“On Aligning OpenIE Extractions with Knowledge Bases: A Case Study” (video, slides, resources) - Eval4NLP@EMNLP 2020
Kiril Gashteovski, Rainer Gemulla, Bhushan Kotnis, Sven Hertling, Christian Meilicke
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“IMoJIE: Iterative Memory-Based Joint Open Information Extraction” (code, video) - ACL 2020
Keshav Kolluru, Samarth Aggarwal, Vipul Rathore, Mausam, Soumen Chakrabarti
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“Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link Prediction” (resources, video) - ACL 2020
Samuel Broscheit, Kiril Gashteovski, Yanjie Wang, Rainer Gemulla
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“Learning Interpretable Relationships between Entities, Relations and Concepts via Bayesian Structure Learning on Open Domain Facts” (video) - ACL 2020
Jingyuan Zhang, Mingming Sun, Yue Feng, Ping Li
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“In Layman’s Terms: Semi-Open Relation Extraction from Scientific Texts” (code, video) - ACL 2020
Ruben Kruiper, Julian Vincent, Jessica Chen-Burger, Marc Desmulliez, Ioannis Konstas
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“Span Model for Open Information Extraction on Accurate Corpus” (code)- AAAI 2020
Junlang Zhan, Hai Zhao
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“LOREM: Language-consistent Open Relation Extraction from Unstructured Text” (code) - WWW 2020
Tom Harting, Sepideh Mesbah, Christoph Lofi
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“Extracting Knowledge from Web Text with Monte Carlo Tree Search” - WWW 2020
Guiliang Liu, Xu Li, Jiakang Wang, Mingming Sun, Ping Li
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“MULCE: Multi-level Canonicalization with Embeddings of Open Knowledge Bases” - WISE 2020
Tien-Hsuan Wu, Ben Kao, Zhiyong Wu, Xiyang Feng, Qianli Song, Cheng Chen
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An Advantage Actor-Critic Algorithm with Confidence Exploration for Open Information Extraction" - SDM 2020
Guiliang Liu, Xu Li, Miningming Sun, Ping Li
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“Chinese Open Relation Extraction with Pointer-Generator Networks” - DSC 2020
Ziheng Cheng, Xu Wu, Xiaqing Xie, Jingchen Wu
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Explainable OpenIE Classifier with Morpho-syntactic Rules" - HI4NLP@ECAI 2020
Bruno Cabral, Marlo Souza, Daniela Barreiro Claro
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Language Models are Open Knowledge Graphs - CoRR 2020
Chenguang Wang, Xiao Liu, Dawn Song
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“Hybrid Neural Tagging Model for Open Relation Extraction” - CoRR 2020 (data)
Shengbin Jia, Yang Xiang
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“Canonicalizing Open Knowledge Bases with Multi-Layered Meta-Graph Neural Network” - CoRR 2020
Tianwen Jiang, Tong Zhao, Bing Qin, Ting Liu, Nitesh V. Chawla, Meng Jiang
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“Tag and Correct: Question Aware Open Information Extraction with Two-Stage Decoding” - CoRR 2020
Martin Kuo, Yaobo Liang, Lei Ji, Nan Duan, Linjun Shou, Ming Gong, Peng Chen
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“Abstractive Query Focused Summarization with Query-Free Resources” - CoRR 2020
Yumo Xu, Mirella Lapata
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“CoRI: Collective Relation Integration with Data Augmentation for Open Information Extraction” - ACL 2021
Zhengbao Jiang, Jialong Han, Bunyamin Sisman, Xin Luna Dong
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“DocOIE: A Document-level Context-Aware Dataset for OpenIE” - ACL 2021
Kuicai Dong, Zhao Yilin, Aixin Sun, Jung-Jae Kim, Xiaoli Li
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“OKGIT: Open Knowledge Graph Link Prediction with Implicit Types” - ACL 2021
Chandrahas, Partha Pratim Talukdar
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“Maximal Clique Based Non-Autoregressive Open Information Extraction” - EMNLP 2021
Bowen Yu, Yucheng Wang, Tingwen Liu, Hongsong Zhu, Limin Sun, Bin Wang
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“Zero-Shot Information Extraction as a Unified Text to Triple Translation” - EMNLP 2021 (code)
Chenguang Wang, Xiao Liu, Zui Chen, Haoyun Hong, Jie Tang, Dawn Song
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“Open Knowledge Graphs Canonicalization using Variational Autoencoders” - EMNLP 2021 (code)
Sarthak Dash, Gaetano Rossiello, Nandana Mihindukulasooriya, Sugato Bagchi, Alfio Gliozzo
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“LSOIE: A Large-Scale Dataset for Supervised Open Information Extraction” - EACL 2021 (code and data)
Jacob Solawetz, Stefan Larson
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“Open Hierarchical Relation Extraction” - NAACL 2021 (code)
Kai Zhang, Yuan Yao, Ruobing Xie, Xu Han, Zhiyuan Liu, Fen Lin, Leyu Lin, Maosong Sun
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“Semi-Open Information Extraction” - WWW 2021
Bowen Yu, Zhenyu Zhang, Jiawei Sheng, Tingwen Liu, Yubin Wang, Yucheng Wang, Bin Wang
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“Joint Open Knowledge Base Canonicalization and Linking” - SIGMOD 2021
Yinan Liu, Wei Shen, Yuanfei Wang, Jianyong Wang, Zhenglu Yang, Xiaojie Yuan
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“TENET: Joint Entity and Relation Linking with Coherence Relaxation” - SIGMOD 2021
Xueling Lin, Lei Chen, Chaorui Zhang
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“Multi-Grained Dependency Graph Neural Network for Chinese Open Information Extraction” - PAKDD 2021
Zhiheng Lyu, Kaijie Shi, Xin Li, Lei Hou, Juanzi Li, Binheng Song
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“CaSIE: Canonicalize and Informative Selection of the OpenIE system” - ICDE 2021
Hao Xin, Xueling Lin, Lei Chen
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PENELOPIE: Enabling Open Information Extraction for the Greek Language through Machine Translation" - Student Research Workshop @ EACL
Dimitris Papadopoulos, Nikolaos Papadakis, Nikolaos Matsatsinis
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“BenchIE: A Framework for Multi-Faceted Fact-Based Open Information Extraction Evaluation” - ACL 2022 (code)
Kiril Gashteovski, Mingying Yu, Bhushan Kotnis, Carolin Lawrence, Mathias Niepert, Goran Glavaš
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“MILIE: Modular & Iterative Multilingual Open Information Extraction” - ACL 2022
Bhushan Kotnis, Kiril Gashteovski, Daniel Rubio, Ammar Shaker, Vanesa Rodriguez-Tembras, Makoto Takamoto, Mathias Niepert, Carolin Lawrence
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Alignment-Augmented Consistent Translation for Multilingual Open Information Extraction" - ACL 2022 (code)
Keshav Kolluru, Muqeeth Mohammed, Shubham Mittal, Soumen Chakrabarti, Mausam
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“OIE@OIA: an Adaptable and Efficient Open Information Extraction Framework” - ACL 2022
Xin Wang, Minlong Peng, Mingming Sun, Ping Li
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“Open Relation Modeling: Learning to Define Relations between Entities” - ACL 2022 (code)
Jie Huang, Kevin Chang, Jinjun Xiong, Wen-mei Hwu
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“DeepStruct: Pretraining of Language Models for Structure Prediction” - ACL 2022 (code)
Chenguang Wang, Xiao Liu, Zui Chen, Haoyun Hong, Jie Tang, Dawn Song
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“AnnIE: An Annotation Platform for Constructing Complete Open Information Extraction Benchmark” - ACL 2022 (code)
Niklas Friedrich, Kiril Gashteovski, Mingying Yu, Bhushan Kotnis, Carolin Lawrence, Mathias Niepert, Goran Glavaš
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“CompactIE: Compact Facts in Open Information Extraction” - NAACL 2022 (code)
Farima Fatahi Bayat, Nikita Bhutani, H. V. Jagadish
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“DetIE: Multilingual Open Information Extraction Inspired by Object Detection” - AAAI 2022 (code)
Michael Vasilkovsky, Anton Alekseev, Valentin Malykh, Ilya Shenbin, Elena Tutubalina, Dmitriy Salikhov, Mikhail Stepnov, Andrey Chertok, Sergey I. Nikolenko
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“A Survey on Neural Open Information Extraction: Current Status and Future Directions” - IJCAI 2022
Shaowen Zhou, Bowen Yu, Aixin Sun, Cheng Long, Jingyang Li, Jian Sun
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“Open Information Extraction from 2007 to 2022 – A Survey” - CoRR 2022
Pai Liu, Wenyang Gao, Wenjie Dong, Songfang Huang, Yue Zhang
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“Creating a Large Benchmark for Open Information Extraction” - EMNLP 2016 (code, talk)
Gabriel Stanovsky, Ido Dagan
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“An Informativeness Approach to Open IE Evaluation” - CICLing 2016 (slides, code + data)
William Léchelle, Philippe Langlais
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“An Evaluation of PredPatt and Open IE via Stage 1 Semantic Role Labeling” - IWCS 2017
Sheng Zhang, Rachel Rudinger, Benjamin Van Durme
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“An assessment of open relation extraction systems for the semantic web” - Inf. Syst. 71, 2017
Amal Zouaq, Michel Gagnon, Ludovic Jean-Louis
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“RelVis: Benchmarking OpenIE Systems” - ISWC 2017
Rudolf Schneider, Tom Oberhauser, Tobias Klatt, Felix A. Gers, Alexander Löser
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“Analysing Errors of Open Information Extraction Systems” - Workshop on Building Linguistically Generalizable NLP Systems @ EMNLP 2017
Rudolf Schneider, Tom Oberhauser, Tobias Klatt, Felix A. Gers, Alexander Löser
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“Open Information Extraction on Scientific Text: An Evaluation” - COLING 2018
Paul T. Groth, Michael Lauruhn, Antony Scerri, Ron Daniel
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“WiRe57 : A Fine-Grained Benchmark for Open Information Extraction” - CoRR 2018
William Léchelle, Fabrizio Gotti, Philippe Langlais
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“CaRB: A Crowdsourced Benchmark for Open IE” - EMNLP 2019 (code and data)
Sangnie Bhardwaj, Samarth Aggarwal and Mausam
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“Towards a gold standard dataset for Open Information Extraction in Italian” - SNAMS 2019
Raffaele Guarasci, Emanuele Damiano, Aniello Minutolo, Massimo Esposito
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Systematic Comparison of Neural Architectures and Training Approaches for Open Information Extraction - EMNLP 2020
Patrick Hohenecker, Frank Mtumbuka, Vid Kocijan, Thomas Lukasiewicz
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“On Aligning OpenIE Extractions with Knowledge Bases: A Case Study” (video, slides, resources) - Eval4NLP@EMNLP 2020
Kiril Gashteovski, Rainer Gemulla, Bhushan Kotnis, Sven Hertling, Christian Meilicke
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“BenchIE: A Framework for Multi-Faceted Fact-Based Open Information Extraction Evaluation” - ACL 2022 (code)
Kiril Gashteovski, Mingying Yu, Bhushan Kotnis, Carolin Lawrence, Mathias Niepert, Goran Glavaš
OIE’s output has been shown to be a useful input for many downstream tasks. In this section, several downstream tasks that benefited from OIE output are listed.
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“Triple-Fact Retriever: An explainable reasoning retrieval model for multi-hop QA problem” - ICDE 2022
Chengmin Wu, Enrui Hu, Ke Zhan, Lan Luo, Xinyu Zhang, Hao Jiang, Qirui Wang, Zhao Cao, Fan Yu, Lei Chen
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“Guiding the Growth: Difficulty-Controllable Question Generation through Step-by-Step Rewriting” - ACL 2021
Yi Cheng, Siyao Li, Bang Liu, Ruihui Zhao, Sujian Li, Chenghua Lin, Yefeng Zheng
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“Using Local Knowledge Graph Construction to Scale Seq2Seq Models to Multi-Document Inputs” - EMNLP 2019
Angela Fan, Claire Gardent, Chloé Braud, Antoine Bordes
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“Assertion-based QA with Question-Aware Open Information Extraction” AAAI 2018
Zhao Yan, Duyu Tang, Nan Duan, Shujie Liu, Wendi Wang, Daxin Jiang, Ming Zhou, Zhoujun Li
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“Answering Complex Questions Using Open Information Extraction” - ACL 2017
Tushar Khot, Ashish Sabharwal, Peter Clark
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“Paraphrase-Driven Learning for Open Question Answering” ACL 2013
Anthony Fader, Luke S. Zettlemoyer, Oren Etzioni
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“Facts That Matter” - EMNLP 2018
Marco Ponza, Luciano Del Corro, Gerhard Weikum
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“Using Local Knowledge Graph Construction to Scale Seq2Seq Models to Multi-Document Inputs” - EMNLP 2019
Angela Fan, Claire Gardent, Chloé Braud, Antoine Bordes
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“Coherence and Salience-Based Multi-Document Relationship Mining” - APWeb-WAIM 2019
Yongpan Sheng, Zenglin Xu
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“FAR-ASS: Fact-aware reinforced abstractive sentence summarization” - Information Processing & Management 2021
Mengli Zhanga, Gang Zhoua, Wanting Yua, Wenfen Liu
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“Summary Explorer: Visualizing the State of the Art in Text Summarization” - EMNLP 2021
Shahbaz Syed, Tariq Yousef, Khalid Al Khatib, Stefan Jänicke, Martin Potthast
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“Generating Query Focused Summaries from Query-Free Resources” - ACL 2021
Yumo Xu, Mirella Lapata
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“Efficiently Summarizing Text and Graph Encodings of Multi-Document Clusters” - NAACL 2021
Ramakanth Pasunuru, Mengwen Liu, Mohit Bansal, Sujith Ravi, Markus Dreyer
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“Structure-Aware Abstractive Conversation Summarization via Discourse and Action Graphs” - NAACL 2021
Jiaao Chen, Diyi Yang
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“Focus on the Action: Learning to Highlight and Summarize Jointly for Email To-Do Items Summarization” - ACL 2022
Kexun Zhang, Jiaao Chen, Diyi Yang
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“FactGraph: Evaluating Factuality in Summarization with Semantic Graph Representations” - NAACL 2022 (code)
Leonardo F. R. Ribeiro, Mengwen Liu, Iryna Gurevych, Markus Dreyer, Mohit Bansal
Most of the OIE systems are focused on extractions made from text written on English. However, some OIE systems either are focused on a language other than English, or are multilingual. In this section, OIE systems on languages other than English or multilingual OIE systems are listed.
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“MILIE: Modular & Iterative Multilingual Open Information Extraction” - ACL 2022
Bhushan Kotnis, Kiril Gashteovski, Daniel Rubio, Ammar Shaker, Vanesa Rodriguez-Tembras, Makoto Takamoto, Mathias Niepert, Carolin Lawrence
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Alignment-Augmented Consistent Translation for Multilingual Open Information Extraction" - ACL 2022 (code)
Keshav Kolluru, Muqeeth Mohammed, Shubham Mittal, Soumen Chakrabarti, Mausam
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“DetIE: Multilingual Open Information Extraction Inspired by Object Detection” - AAAI 2022 (code
Michael Vasilkovsky, Anton Alekseev, Valentin Malykh, Ilya Shenbin, Elena Tutubalina, Dmitriy Salikhov, Mikhail Stepnov, Andrey Chertok, Sergey I. Nikolenko
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“Multi2OIE: Multilingual Open Information Extraction based on Multi-Head Attention with BERT” (code) - EMNLP 2020
Youngbin Ro, Yukyung Lee, Pilsung Kang
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“LOREM: Language-consistent Open Relation Extraction from Unstructured Text” (code) - WWW 2020
Tom Harting, Sepideh Mesbah, Christoph Lofi
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Explainable OpenIE Classifier with Morpho-syntactic Rules" - HI4NLP@ECAI 2020
Bruno Cabral, Marlo Souza, Daniela Barreiro Claro
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“Multilingual Open Information Extraction: Challenges and Opportunities” - Information 10(7): 228, 2019
Daniela Barreiro Claro, Marlo Souza, Clarissa Castellã Xavier, Leandro Souza de Oliveira
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“Multilingual Open Relation Extraction Using Cross-lingual Projection” - HLT-NAACL 2015
Manaal Faruqui, Shankar Kumar
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“MT/IE: Cross-lingual Open Information Extraction with Neural Sequence-to-Sequence Models” - EACL 2017 (code)
Kevin Duh, Benjamin Van Durme, Sheng Zhang
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“Multilingual Open Information Extraction” - EPIA 2015
Pablo Gamallo, Marcos García
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