Eyal Ben-David | DeepAI

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∙ 05/31/2023

Measuring the Robustness of Natural Language Processing Models to Domain Shifts

Large Language Models have shown promising performance on various tasks,...

0 Nitay Calderon, et al. ∙

∙ 10/27/2022

Text2Model: Model Induction for Zero-shot Generalization Using Task Descriptions

We study the problem of generating a training-free task-dependent visual...

0 Ohad Amosy, et al. ∙

∙ 09/02/2022

Domain Adaptation from Scratch

Natural language processing (NLP) algorithms are rapidly improving but o...

0 Eyal Ben-David, et al. ∙

∙ 06/01/2022

IDANI: Inference-time Domain Adaptation via Neuron-level Interventions

Large pre-trained models are usually fine-tuned on downstream task data,...

0 Omer Antverg, et al. ∙

∙ 03/27/2022

Example-based Hypernetworks for Out-of-Distribution Generalization

While Natural Language Processing (NLP) algorithms keep reaching unprece...

0 Tomer Volk, et al. ∙

∙ 02/24/2022

DoCoGen: Domain Counterfactual Generation for Low Resource Domain Adaptation

Natural language processing (NLP) algorithms have become very successful...

0 Nitay Calderon, et al. ∙

∙ 10/24/2021

Improved Goal Oriented Dialogue via Utterance Generation and Look Ahead

Goal oriented dialogue systems have become a prominent customer-care int...

0 Eyal Ben-David, et al. ∙

∙ 02/24/2021

PADA: A Prompt-based Autoregressive Approach for Adaptation to Unseen Domains

Natural Language Processing algorithms have made incredible progress rec...

0 Eyal Ben-David, et al. ∙

∙ 10/06/2020

Semantically Driven Sentence Fusion: Modeling and Evaluation

Sentence fusion is the task of joining related sentences into coherent t...

0 Eyal Ben-David, et al. ∙

∙ 06/16/2020

PERL: Pivot-based Domain Adaptation for Pre-trained Deep Contextualized Embedding Models

Pivot-based neural representation models have lead to significant progre...

0 Eyal Ben-David, et al. ∙

∙ 01/31/2019

Three-dimensional propagation and time-reversal of fluorescence images

Unlike holography, fluorescence microscopy lacks an image propagation an...

6 Yichen Wu, et al. ∙

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