NLPExplorer

Analogy-based detection of morphological and semantic relations with word embeddings: what works and what doesn’t.

Anna Gladkova | Aleksandr Drozd | Satoshi Matsuoka |

Paper Details:

Month: June
Year: 2016
Location: San Diego, California
Venue: NAACL |

Citations

URL

Word Embeddings, Analogies, and Machine Learning: Beyond king - man + woman = queen
Aleksandr Drozd | Anna Gladkova | Satoshi Matsuoka |

Relation Induction in Word Embeddings Revisited
Zied Bouraoui | Shoaib Jameel | Steven Schockaert |

Why does PairDiff work? - A Mathematical Analysis of Bilinear Relational Compositional Operators for Analogy Detection
Huda Hakami | Kohei Hayashi | Danushka Bollegala |

What’s in Your Embedding, And How It Predicts Task Performance
Anna Rogers | Shashwath Hosur Ananthakrishna | Anna Rumshisky |

Context-Aware Prediction of Derivational Word-forms
Ekaterina Vylomova | Ryan Cotterell | Timothy Baldwin | Trevor Cohn |

Bringing Order to Neural Word Embeddings with Embeddings Augmented by Random Permutations (EARP)
Trevor Cohen | Dominic Widdows |

Evaluation of Domain-specific Word Embeddings using Knowledge Resources
Farhad Nooralahzadeh | Lilja Øvrelid | Jan Tore Lønning |

MGAD: Multilingual Generation of Analogy Datasets
Mostafa Abdou | Artur Kulmizev | Vinit Ravishankar |

What Analogies Reveal about Word Vectors and their Compositionality
Gregory Finley | Stephanie Farmer | Serguei Pakhomov |

The (too Many) Problems of Analogical Reasoning with Word Vectors
Anna Rogers | Aleksandr Drozd | Bofang Li |

Meaning_space at SemEval-2018 Task 10: Combining explicitly encoded knowledge with information extracted from word embeddings
Pia Sommerauer | Antske Fokkens | Piek Vossen |

GHH at SemEval-2018 Task 10: Discovering Discriminative Attributes in Distributional Semantics
Mohammed Attia | Younes Samih | Manaal Faruqui | Wolfgang Maier |

Discriminator at SemEval-2018 Task 10: Minimally Supervised Discrimination
Artur Kulmizev | Mostafa Abdou | Vinit Ravishankar | Malvina Nissim |

Issues in evaluating semantic spaces using word analogies
Tal Linzen |

Intrinsic Evaluations of Word Embeddings: What Can We Do Better?
Anna Gladkova | Aleksandr Drozd |

The CogALex-V Shared Task on the Corpus-Based Identification of Semantic Relations
Enrico Santus | Anna Gladkova | Stefan Evert | Alessandro Lenci |

Subword-level Composition Functions for Learning Word Embeddings
Bofang Li | Aleksandr Drozd | Tao Liu | Xiaoyong Du |

Subcharacter Information in Japanese Embeddings: When Is It Worth It?
Marzena Karpinska | Bofang Li | Anna Rogers | Aleksandr Drozd |

Firearms and Tigers are Dangerous, Kitchen Knives and Zebras are Not: Testing whether Word Embeddings Can Tell
Pia Sommerauer | Antske Fokkens |

Distributional Effects of Gender Contrasts Across Categories
Timothee Mickus | Olivier Bonami | Denis Paperno |

Field Of Study

Linguistic Trends

Distributional Semantics Embeddings Morphology

Task

Morphological Analysis Semantic Similarity

Language

Multilingual English

Dataset

Encyclopedia

Similar Papers

The MADAR Arabic Dialect Corpus and Lexicon

Isomorphic Transfer of Syntactic Structures in Cross-Lingual NLP

Edoardo Maria Ponti | Roi Reichart | Anna Korhonen | Ivan Vulić |

One-Shot Neural Cross-Lingual Transfer for Paradigm Completion

Katharina Kann | Ryan Cotterell | Hinrich Schütze |

Improving Arabic-Chinese Statistical Machine Translation using English as Pivot Language

Nizar Habash | Jun Hu |

A Comparative Study of Minimally Supervised Morphological Segmentation