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09/20/2023
Chain-of-Verification Reduces Hallucination in Large Language Models
Generation of plausible yet incorrect factual information, termed halluc...
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05/17/2023
Variational Classification
We present a novel extension of the traditional neural network approach ...
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02/23/2023
Extracting Victim Counts from Text
Decision-makers in the humanitarian sector rely on timely and exact info...
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01/21/2023
Poor Man's Quality Estimation: Predicting Reference-Based MT Metrics Without the Reference
Machine translation quality estimation (QE) predicts human judgements of...
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03/20/2022
Calibration of Machine Reading Systems at Scale
In typical machine learning systems, an estimate of the probability of t...
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10/16/2021
Case-based Reasoning for Better Generalization in Text-Adventure Games
Text-based games (TBG) have emerged as promising environments for drivin...
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10/02/2021
TopiOCQA: Open-domain Conversational Question Answeringwith Topic Switching
In a conversational question answering scenario, a questioner seeks to e...
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08/04/2021
How to Query Language Models?
Large pre-trained language models (LMs) are capable of not only recoveri...
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06/25/2020
A Simple Approach to Case-Based Reasoning in Knowledge Bases
We present a surprisingly simple yet accurate approach to reasoning in k...
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11/06/2019
Towards Domain Adaptation from Limited Data for Question Answering Using Deep Neural Networks
This paper explores domain adaptation for enabling question answering (Q...
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05/14/2019
Multi-step Retriever-Reader Interaction for Scalable Open-domain Question Answering
This paper introduces a new framework for open-domain question answering...
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11/15/2017