Kushal Arora | DeepAI

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∙ 02/14/2023

The Stable Entropy Hypothesis and Entropy-Aware Decoding: An Analysis and Algorithm for Robust Natural Language Generation

State-of-the-art language generation models can degenerate when applied ...

0 Kushal Arora, et al. ∙

∙ 08/05/2022

Learning New Skills after Deployment: Improving open-domain internet-driven dialogue with human feedback

Frozen models trained to mimic static datasets can never improve their p...

9 Jing Xu, et al. ∙

∙ 08/05/2022

BlenderBot 3: a deployed conversational agent that continually learns to responsibly engage

We present BlenderBot 3, a 175B parameter dialogue model capable of open...

16 Kurt Shuster, et al. ∙

∙ 06/15/2022

DIRECTOR: Generator-Classifiers For Supervised Language Modeling

Current language models achieve low perplexity but their resulting gener...

11 Kushal Arora, et al. ∙

∙ 04/03/2022

Why Exposure Bias Matters: An Imitation Learning Perspective of Error Accumulation in Language Generation

Current language generation models suffer from issues such as repetition...

2 Kushal Arora, et al. ∙

∙ 04/01/2016

A Compositional Approach to Language Modeling

Traditional language models treat language as a finite state automaton o...

0 Kushal Arora, et al. ∙

∙ 01/03/2016

Contrastive Entropy: A new evaluation metric for unnormalized language models

Perplexity (per word) is the most widely used metric for evaluating lang...

0 Kushal Arora, et al. ∙

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