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05/24/2023
Attentiveness to Answer Choices Doesn't Always Entail High QA Accuracy
When large language models (LMs) are applied in zero- or few-shot settin...
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05/23/2023
Language Models with Rationality
While large language models (LLMs) are proficient at question-answering ...
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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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10/21/2022
Entailer: Answering Questions with Faithful and Truthful Chains of Reasoning
Our goal is a question-answering (QA) system that can show how its answe...
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09/20/2022
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering
When answering a question, humans utilize the information available acro...
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04/27/2022
Towards Teachable Reasoning Systems
Our goal is a teachable reasoning system for question-answering (QA), wh...
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09/29/2021
BeliefBank: Adding Memory to a Pre-Trained Language Model for a Systematic Notion of Belief
Although pretrained language models (PTLMs) contain significant amounts ...
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09/12/2021
"Let Your Characters Tell Their Story": A Dataset for Character-Centric Narrative Understanding
When reading a literary piece, readers often make inferences about vario...
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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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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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12/24/2020
ProofWriter: Generating Implications, Proofs, and Abductive Statements over Natural Language
Transformers have been shown to emulate logical deduction over natural l...
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06/11/2020
Teaching Pre-Trained Models to Systematically Reason Over Implicit Knowledge
To what extent can a neural network systematically reason over symbolic ...
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05/02/2020
UnifiedQA: Crossing Format Boundaries With a Single QA System
Question answering (QA) tasks have been posed using a variety of formats...
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04/06/2020
"You are grounded!": Latent Name Artifacts in Pre-trained Language Models
Pre-trained language models (LMs) may perpetuate biases originating in t...
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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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09/17/2019
Extracting evidence of supplement-drug interactions from literature
Dietary supplements are used by a large portion of the population, but i...
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09/08/2019
QuaRTz: An Open-Domain Dataset of Qualitative Relationship Questions
We introduce the first open-domain dataset, called QuaRTz, for reasoning...
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09/04/2019
From 'F' to 'A' on the N.Y. Regents Science Exams: An Overview of the Aristo Project
AI has achieved remarkable mastery over games such as Chess, Go, and Pok...
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08/16/2019
Reasoning Over Paragraph Effects in Situations
A key component of successfully reading a passage of text is the ability...
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08/15/2019
Multi-class Hierarchical Question Classification for Multiple Choice Science Exams
Prior work has demonstrated that question classification (QC), recognizi...
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05/01/2019
Declarative Question Answering over Knowledge Bases containing Natural Language Text with Answer Set Programming
While in recent years machine learning (ML) based approaches have been t...
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11/20/2018
QuaRel: A Dataset and Models for Answering Questions about Qualitative Relationships
Many natural language questions require recognizing and reasoning with q...
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03/20/2018
AllenNLP: A Deep Semantic Natural Language Processing Platform
This paper describes AllenNLP, a platform for research on deep learning ...
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03/14/2018
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
We present a new question set, text corpus, and baselines assembled to e...
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06/22/2016