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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...
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11/20/2022
Deep Learning on a Healthy Data Diet: Finding Important Examples for Fairness
Data-driven predictive solutions predominant in commercial applications ...
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11/09/2022
Local Structure Matters Most in Most Languages
Many recent perturbation studies have found unintuitive results on what ...
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11/09/2022
Detecting Languages Unintelligible to Multilingual Models through Local Structure Probes
Providing better language tools for low-resource and endangered language...
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07/29/2021
Demystifying Neural Language Models' Insensitivity to Word-Order
Recent research analyzing the sensitivity of natural language understand...
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06/20/2021
Memory Augmented Optimizers for Deep Learning
Popular approaches for minimizing loss in data-driven learning often inv...
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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...
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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...
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04/15/2021
Sometimes We Want Translationese
Rapid progress in Neural Machine Translation (NMT) systems over the last...
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12/30/2020
Unnatural Language Inference
Natural Language Understanding has witnessed a watershed moment with the...
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10/09/2020
On Task-Level Dialogue Composition of Generative Transformer Model
Task-oriented dialogue systems help users accomplish tasks such as booki...
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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...
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05/01/2020
Learning an Unreferenced Metric for Online Dialogue Evaluation
Evaluating the quality of a dialogue interaction between two agents is a...
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11/07/2018
The RLLChatbot: a solution to the ConvAI Challenge
Current conversational systems can follow simple commands and answer bas...
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09/14/2018
Extending Neural Generative Conversational Model using External Knowledge Sources
The use of connectionist approaches in conversational agents has been pr...
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05/01/2017