Prasanna Parthasarathi | DeepAI

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∙ 05/24/2023

Measuring the Knowledge Acquisition-Utilization Gap in Pretrained Language Models

While pre-trained language models (PLMs) have shown evidence of acquirin...

0 Amirhossein Kazemnejad, et al. ∙

∙ 11/20/2022

Deep Learning on a Healthy Data Diet: Finding Important Examples for Fairness

Data-driven predictive solutions predominant in commercial applications ...

0 Abdelrahman Zayed, et al. ∙

∙ 11/09/2022

Local Structure Matters Most in Most Languages

Many recent perturbation studies have found unintuitive results on what ...

0 Louis Clouâtre, et al. ∙

∙ 11/09/2022

Detecting Languages Unintelligible to Multilingual Models through Local Structure Probes

Providing better language tools for low-resource and endangered language...

0 Louis Clouâtre, et al. ∙

∙ 07/29/2021

Demystifying Neural Language Models' Insensitivity to Word-Order

Recent research analyzing the sensitivity of natural language understand...

0 Louis Clouâtre, et al. ∙

∙ 06/20/2021

Memory Augmented Optimizers for Deep Learning

Popular approaches for minimizing loss in data-driven learning often inv...

0 Paul-Aymeric McRae, et al. ∙

∙ 06/20/2021

Do Encoder Representations of Generative Dialogue Models Encode Sufficient Information about the Task ?

Predicting the next utterance in dialogue is contingent on encoding of u...

11 Prasanna Parthasarathi, et al. ∙

∙ 06/20/2021

A Brief Study on the Effects of Training Generative Dialogue Models with a Semantic loss

Neural models trained for next utterance generation in dialogue task lea...

6 Prasanna Parthasarathi, et al. ∙

∙ 04/15/2021

Sometimes We Want Translationese

Rapid progress in Neural Machine Translation (NMT) systems over the last...

5 Prasanna Parthasarathi, et al. ∙

∙ 12/30/2020

Unnatural Language Inference

Natural Language Understanding has witnessed a watershed moment with the...

5 Koustuv Sinha, et al. ∙

∙ 10/09/2020

On Task-Level Dialogue Composition of Generative Transformer Model

Task-oriented dialogue systems help users accomplish tasks such as booki...

0 Prasanna Parthasarathi, et al. ∙

∙ 08/24/2020

How To Evaluate Your Dialogue System: Probe Tasks as an Alternative for Token-level Evaluation Metrics

Though generative dialogue modeling is widely seen as a language modelin...

11 Prasanna Parthasarathi, et al. ∙

∙ 05/01/2020

Learning an Unreferenced Metric for Online Dialogue Evaluation

Evaluating the quality of a dialogue interaction between two agents is a...

0 Koustuv Sinha, et al. ∙

∙ 11/07/2018

The RLLChatbot: a solution to the ConvAI Challenge

Current conversational systems can follow simple commands and answer bas...

0 Nicolas A. Gontier, et al. ∙

∙ 09/14/2018

Extending Neural Generative Conversational Model using External Knowledge Sources

The use of connectionist approaches in conversational agents has been pr...

0 Prasanna Parthasarathi, et al. ∙

∙ 05/01/2017

MACA: A Modular Architecture for Conversational Agents

We propose a software architecture designed to ease the implementation o...

0 Hoai Phuoc Truong, et al. ∙

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