activity
20122023
most citedword2vec Explained: deriving Mikolov et al.'s negative-sampling word-embedding method

1.3k citations · 3.2k across the 44 of their papers we have counts for

collaborators
Showing 2016Show all

12 papers · 1 filter

cs.CL2016★ 10 cited

Semi Supervised Preposition-Sense Disambiguation using Multilingual Data

Hila Gonen, Yoav Goldberg

Prepositions are very common and very ambiguous, and understanding their sense is critical for understanding the meaning of the sentence. Supervised corpora for the preposition-sen…

cs.CL2016★ 5 cited

Improving Reliability of Word Similarity Evaluation by Redesigning Annotation Task and Performance Measure

Oded Avraham, Yoav Goldberg

We suggest a new method for creating and using gold-standard datasets for word similarity evaluation. Our goal is to improve the reliability of the evaluation, and we do this by re…

cs.CL2016★ 6 cited

Morphological Inflection Generation with Hard Monotonic Attention

Roee Aharoni, Yoav Goldberg

We present a neural model for morphological inflection generation which employs a hard attention mechanism, inspired by the nearly-monotonic alignment commonly found between the ch…

cs.CL2016

A Neural Network for Coordination Boundary Prediction

Jessica Ficler, Yoav Goldberg

We propose a neural-network based model for coordination boundary prediction. The network is designed to incorporate two signals: the similarity between conjuncts and the observati…

cs.CL2016★ 297 cited

Fine-grained Analysis of Sentence Embeddings Using Auxiliary Prediction Tasks

Yossi Adi, Einat Kermany, Yonatan Belinkov +2

There is a lot of research interest in encoding variable length sentences into fixed length vectors, in a way that preserves the sentence meanings. Two common methods include repre…

cs.CL2016

Coordination Annotation Extension in the Penn Tree Bank

Jessica Ficler, Yoav Goldberg

Coordination is an important and common syntactic construction which is not handled well by state of the art parsers. Coordinations in the Penn Treebank are missing internal struct…