Term Set Expansion based NLP Architect by Intel AI Lab

We present SetExpander, a corpus-based system for expanding a seed set of terms into amore complete set of terms that belong to the same semantic class. SetExpander implements an iterative end-to-end workflow. It enables users to easily select a seed set of terms, expand it, view the expanded set, validate it, re-expand the validated set and store it, thus simplifying the extraction of domain-specific fine-grained semantic classes.SetExpander has been used successfully in real-life use cases including integration into an automated recruitment system and an issues and defects resolution system. A video demo of SetExpander is available at this https URL (some images were blurred for privacy reasons)

[1]  Eric Crestan,et al.  Web-Scale Distributional Similarity and Entity Set Expansion , 2009, EMNLP.

[2]  Yeye He,et al.  SEISA: set expansion by iterative similarity aggregation , 2011, WWW.

[3]  Ido Dagan,et al.  Learning Entailment Relations by Global Graph Structure Optimization , 2012, CL.

[4]  Moshe Wasserblat,et al.  Term Set Expansion based on Multi-Context Term Embeddings: an End-to-end Workflow , 2018, ArXiv.

[5]  Ari Rappoport,et al.  Efficient Unsupervised Discovery of Word Categories Using Symmetric Patterns and High Frequency Words , 2006, ACL.

[6]  Peter D. Turney.  Domain and Function: A Dual-Space Model of Semantic Relations and Compositions , 2012, J. Artif. Intell. Res..

[7]  Xiaojie Yuan,et al.  Corpus-based Semantic Class Mining: Distributional vs. Pattern-Based Approaches , 2010, COLING.

[8]  Jeffrey Dean,et al.  Distributed Representations of Words and Phrases and their Compositionality , 2013, NIPS.

[9]  Alexander J. Smola,et al.  Deep Sets , 2017, 1703.06114.

[10]  Brian Roark,et al.  Noun-Phrase Co-Occurence Statistics for Semi-Automatic Semantic Lexicon Construction , 1998, COLING-ACL.

[11]  Jiawei Han,et al.  SetExpan: Corpus-Based Set Expansion via Context Feature Selection and Rank Ensemble , 2017, ECML/PKDD.

[12]  Magnus Sahlgren,et al.  Distributional Term Set Expansion , 2018, LREC.

[13]  Zhe Chen,et al.  EgoSet: Exploiting Word Ego-networks and User-generated Ontology for Multifaceted Set Expansion , 2016, WSDM.

[14]  Zellig S. Harris,et al.  Distributional Structure , 1954 .

[15]  Valentin Jijkoun,et al.  "More like these": growing entity classes from seeds , 2007, CIKM '07.

[16]  Moshe Wasserblat,et al.  SetExpander: End-to-end Term Set Expansion Based on Multi-Context Term Embeddings , 2018, COLING.

[17]  William W. Cohen,et al.  Language-Independent Set Expansion of Named Entities Using the Web , 2007, Seventh IEEE International Conference on Data Mining (ICDM 2007).