Bootstrapping Relation Extractors using Syntactic Search by Examples

1 code implementation • EACL 2021 • Matan Eyal, Asaf Amrami, Hillel Taub-Tabib, Yoav Goldberg

The models also outperform models trained using NLG data augmentation techniques.

Data Augmentation Relation +1

A simple geometric proof for the benefit of depth in ReLU networks

no code implementations • 18 Jan 2021 • Asaf Amrami, Yoav Goldberg

We present a simple proof for the benefit of depth in multi-layer feedforward network with rectified activation ("depth separation").

Towards better substitution-based word sense induction

2 code implementations • 29 May 2019 • Asaf Amrami, Yoav Goldberg

Word sense induction (WSI) is the task of unsupervised clustering of word usages within a sentence to distinguish senses.

Clustering Sentence +1

Word Sense Induction with Neural biLM and Symmetric Patterns

1 code implementation • EMNLP 2018 • Asaf Amrami, Yoav Goldberg

An established method for Word Sense Induction (WSI) uses a language model to predict probable substitutes for target words, and induces senses by clustering these resulting substitute vectors.

Clustering Word Sense Induction