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03/30/2023
Self-Refine: Iterative Refinement with Self-Feedback
Like people, LLMs do not always generate the best text for a given gener...
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10/31/2022
Lila: A Unified Benchmark for Mathematical Reasoning
Mathematical reasoning skills are essential for general-purpose intellig...
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04/12/2022
NumGLUE: A Suite of Fundamental yet Challenging Mathematical Reasoning Tasks
Given the ubiquitous nature of numbers in text, reasoning with numbers t...
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09/06/2021
General-Purpose Question-Answering with Macaw
Despite the successes of pretrained language models, there are still few...
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04/17/2021
Explaining Answers with Entailment Trees
Our goal, in the context of open-domain textual question-answering (QA),...
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04/16/2021
Enriching a Model's Notion of Belief using a Persistent Memory
Although pretrained language models (PTLMs) have been shown to contain s...
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04/16/2021
proScript: Partially Ordered Scripts Generation via Pre-trained Language Models
Scripts - standardized event sequences describing typical everyday activ...
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02/05/2021
Think you have Solved Direct-Answer Question Answering? Try ARC-DA, the Direct-Answer AI2 Reasoning Challenge
We present the ARC-DA dataset, a direct-answer ("open response", "freefo...
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09/01/2020
Text Modular Networks: Learning to Decompose Tasks in the Language of Existing Models
A common approach to solve complex tasks is by breaking them down into s...
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02/14/2020
Transformers as Soft Reasoners over Language
AI has long pursued the goal of having systems reason over *explicitly p...
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09/19/2019
What's Missing: A Knowledge Gap Guided Approach for Multi-hop Question Answering
Multi-hop textual question answering requires combining information from...
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05/17/2018
Tracking State Changes in Procedural Text: A Challenge Dataset and Models for Process Paragraph Comprehension
We present a new dataset and models for comprehending paragraphs about p...
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03/14/2018
