activity
20172020
most citedThe Missing Ingredient in Zero-Shot Neural Machine Translation

92 citations · 140 across the 4 of their papers we have counts for

collaborators

8 papers

cs.CL2020

KoBE: Knowledge-Based Machine Translation Evaluation

Zorik Gekhman, Roee Aharoni, Genady Beryozkin +2

We propose a simple and effective method for machine translation evaluation which does not require reference translations. Our approach is based on (1) grounding the entity mention…

cs.CV2020

Real-Time Sign Language Detection using Human Pose Estimation

Amit Moryossef, Ioannis Tsochantaridis, Roee Aharoni +2

We propose a lightweight real-time sign language detection model, as we identify the need for such a case in videoconferencing. We extract optical flow features based on human pose…

cs.CL2020

Unsupervised Domain Clusters in Pretrained Language Models

Roee Aharoni, Yoav Goldberg

The notion of "in-domain data" in NLP is often over-simplistic and vague, as textual data varies in many nuanced linguistic aspects such as topic, style or level of formality. In a…

cs.CL20194 cited

Diversify Your Datasets: Analyzing Generalization via Controlled Variance in Adversarial Datasets

Ohad Rozen, Vered Shwartz, Roee Aharoni +1

Phenomenon-specific "adversarial" datasets have been recently designed to perform targeted stress-tests for particular inference types. Recent work (Liu et al., 2019a) proposed tha…

cs.CL201992 cited

The Missing Ingredient in Zero-Shot Neural Machine Translation

Naveen Arivazhagan, Ankur Bapna, Orhan Firat +3

Multilingual Neural Machine Translation (NMT) models are capable of translating between multiple source and target languages. Despite various approaches to train such models, they…

cs.CL2019

Filling Gender & Number Gaps in Neural Machine Translation with Black-box Context Injection

Amit Moryossef, Roee Aharoni, Yoav Goldberg

When translating from a language that does not morphologically mark information such as gender and number into a language that does, translation systems must "guess" this missing i…