LaSTUS/TALN+INCO @ CL-SciSumm 2018 - Using Regression and Convolutions for Cross-document Semantic Linking and Summarization of Scholarly Literature

Comunicacio presentada al congres BIRNDL 2018, 3rd Joint Workshop on Bibliometric-enhanced Information Retrieval and Natural Language Processing for Digital Libraries que va tenir lloc el 21 de juliol de 2018 a Ann Arbor, Estats Units.

[1]  Yoon Kim,et al.  Convolutional Neural Networks for Sentence Classification , 2014, EMNLP.

[2]  Christiane Fellbaum,et al.  Lexical Chains as Representations of Context for the Detection and Correction of Malapropisms , 1998 .

[3]  Marc Moens,et al.  Articles Summarizing Scientific Articles: Experiments with Relevance and Rhetorical Status , 2002, CL.

[4]  Roberto Navigli,et al.  Nasari: Integrating explicit knowledge and corpus statistics for a multilingual representation of concepts and entities , 2016, Artif. Intell..

[5]  Philip Resnik,et al.  Using Information Content to Evaluate Semantic Similarity in a Taxonomy , 1995, IJCAI.

[6]  Christiane Fellbaum,et al.  Combining Local Context and Wordnet Similarity for Word Sense Identification , 1998 .

[7]  Horacio Saggion,et al.  Trainable Citation-enhanced Summarization of Scientific Articles , 2016, BIRNDL@JCDL.

[8]  Horacio Saggion,et al.  A Multi-Layered Annotated Corpus of Scientific Papers , 2016, LREC.

[9]  Horacio Saggion,et al.  What Sentence are you Referring to and Why? Identifying Cited Sentences in Scientific Literature , 2017, RANLP.

[10]  Ted Pedersen,et al.  An Adapted Lesk Algorithm for Word Sense Disambiguation Using WordNet , 2002, CICLing.

[11]  Thierry Poibeau,et al.  Automatic Text Summarization: Past, Present and Future , 2013, Multi-source, Multilingual Information Extraction and Summarization.

[12]  Kalina Bontcheva,et al.  Architectural elements of language engineering robustness , 2002, Natural Language Engineering.

[13]  Simone Paolo Ponzetto,et al.  BabelNet: The automatic construction, evaluation and application of a wide-coverage multilingual semantic network , 2012, Artif. Intell..

[14]  Dragomir R. Radev,et al.  The computational linguistics summarization pilot task , 2014 .

[15]  Min-Yen Kan,et al.  Insights from CL-SciSumm 2016: the faceted scientific document summarization Shared Task , 2017, International Journal on Digital Libraries.

[16]  Dragomir R. Radev,et al.  Purpose and Polarity of Citation: Towards NLP-based Bibliometrics , 2013, NAACL.

[17]  Ralph Grishman,et al.  Relation Extraction: Perspective from Convolutional Neural Networks , 2015, VS@HLT-NAACL.

[18]  Simone Teufel,et al.  Argumentative zoning information extraction from scientific text , 1999 .

[19]  Dragomir R. Radev,et al.  The ACL Anthology Reference Corpus: A Reference Dataset for Bibliographic Research in Computational Linguistics , 2008, LREC.

[20]  Dragomir R. Radev,et al.  Coherent Citation-Based Summarization of Scientific Papers , 2011, ACL.

[21]  Min-Yen Kan,et al.  The CL-SciSumm Shared Task 2018: Results and Key Insights , 2019, BIRNDL@SIGIR.

[22]  Horacio Saggion,et al.  LaSTUS/TALN @ CLSciSumm-17: Cross-document Sentence Matching and Scientific Text Summarization Systems , 2017, BIRNDL@SIGIR.

[23]  Horacio Saggion,et al.  Generating Indicative-Informative Summaries with SumUM , 2002, Computational Linguistics.

[24]  Ignacio Iacobacci,et al.  Embedding Words and Senses Together via Joint Knowledge-Enhanced Training , 2016, CoNLL.

[25]  Haixia Liu,et al.  Sentiment Analysis of Citations Using Word2vec , 2017, ArXiv.

[26]  Dekang Lin,et al.  An Information-Theoretic Definition of Similarity , 1998, ICML.

[27]  Martha Palmer,et al.  Verb Semantics and Lexical Selection , 1994, ACL.

[28]  Chin-Yew Lin,et al.  ROUGE: A Package for Automatic Evaluation of Summaries , 2004, ACL 2004.

[29]  Horacio Saggion,et al.  SUMMA. A Robust and Adaptable Summarization Tool , 2008, TAL.

[30]  Rada Mihalcea,et al.  TextRank: Bringing Order into Text , 2004, EMNLP.

[31]  David W. Conrath,et al.  Semantic Similarity Based on Corpus Statistics and Lexical Taxonomy , 1997, ROCLING/IJCLCLP.

[32]  Matthew D. Zeiler ADADELTA: An Adaptive Learning Rate Method , 2012, ArXiv.

[33]  Hans Peter Luhn,et al.  The Automatic Creation of Literature Abstracts , 1958, IBM J. Res. Dev..

[34]  Horacio Saggion,et al.  Dr. Inventor Framework: Extracting Structured Information from Scientific Publications , 2015, Discovery Science.

[35]  Dragomir R. Radev,et al.  Scientific Paper Summarization Using Citation Summary Networks , 2008, COLING.