Exploring ways to incorporate additional knowledge to improve Natural Language Commonsense Question Answering

Arindam Mitra, Pratyay Banerjee, Kuntal Kumar Pal, Swaroop Mishra, Chitta Baral

Type: Article

Publication Date: 2019-09-19

Citations: 35

Locations

arXiv (Cornell University) - View

Similar Works

Action	Title	Year	Authors
+	How Additional Knowledge can Improve Natural Language Commonsense Question Answering?	2019	Arindam Mitra Pratyay Banerjee Kuntal Kumar Pal Swaroop Mishra Chitta Baral
+ PDF Chat	Improving Question Answering by Commonsense-Based Pre-training	2019	Wanjun Zhong Duyu Tang Nan Duan Ming Zhou Jiahai Wang Jian Yin
+ PDF Chat	elBERto: Self-supervised commonsense learning for question answering	2022	Xunlin Zhan Yuan Li Xiao Dong Xiaodan Liang Zhiting Hu Lawrence Carin
+	Benchmarking Knowledge-Enhanced Commonsense Question Answering via Knowledge-to-Text Transformation	2021	Ning Bian Xianpei Han Bo Chen Le Sun
+ PDF Chat	Benchmarking Knowledge-Enhanced Commonsense Question Answering via Knowledge-to-Text Transformation	2021	Ning Bian Xianpei Han Bo Chen Le Sun
+ PDF Chat	Harnessing Multi-Role Capabilities of Large Language Models for Open-Domain Question Answering	2024	Hongda Sun Yuxuan Liu Chengwei Wu Haiyu Yan Cheng Tai Xin Gao Shuo Shang Rui Yan
+ PDF Chat	Enhancing Question Generation with Commonsense Knowledge	2021	Xin Jia Hao Wang Dawei Yin Yunfang Wu
+	CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge	2018	Alon Talmor Jonathan Herzig Nicholas Lourie Jonathan Berant
+	Knowledge-driven Self-supervision for Zero-shot Commonsense Question Answering.	2020	Kaixin Ma Filip Ilievski Jonathan Francis Yonatan Bisk Eric Nyberg Alessandro Oltramari
+	Zero-shot Commonsense Question Answering with Cloze Translation and Consistency Optimization	2022	Zi-Yi Dou Nanyun Peng
+ PDF Chat	Zero-Shot Commonsense Question Answering with Cloze Translation and Consistency Optimization	2022	Zi-Yi Dou Nanyun Peng
+ PDF Chat	ZEBRA: Zero-Shot Example-Based Retrieval Augmentation for Commonsense Question Answering	2024	Francesco Maria Molfese Simone Conia Riccardo Orlando Roberto Navigli
+ PDF Chat	ProSLM: A Prolog Synergized Language Model for explainable Domain Specific Knowledge Based Question Answering	2024	Priyesh Vakharia Abigail Kufeldt Max Meyers Ian Lane Leilani H. Gilpin
+	Improving Question Answering by Commonsense-Based Pre-Training	2018	Wanjun Zhong Duyu Tang Nan Duan Ming Zhou Jiahai Wang Jian Yin
+	Elaboration-Generating Commonsense Question Answering at Scale	2023	Wenya Wang Vivek Srikumar Hannaneh Hajishirzi Noah A. Smith
+ PDF Chat	UFO: Unified Fact Obtaining for Commonsense Question Answering	2023	Zhifeng Li Bowei Zou Yifan Fan Hong Yu
+	UFO: Unified Fact Obtaining for Commonsense Question Answering	2023	Zhifeng Li Yifan Fan Bowei Zou Hong Yu
+	Elaboration-Generating Commonsense Question Answering at Scale	2022	Wenya Wang Vivek Srikumar Hanna Hajishirzi Noah A. Smith
+ PDF Chat	Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models	2024	Guanming Xiong Junwei Lucas Bao Wen Zhao
+	Incorporating External Knowledge into Machine Reading for Generative Question Answering	2019	Bin Bi Chen Wu Ming Yan Wei Wang Jiangnan Xia Chenliang Li

Works That Cite This (24)

Action	Title	Year	Authors
+	Social Commonsense Reasoning with Multi-Head Knowledge Attention	2020	Debjit Paul Anette Frank
+	Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question Answering	2020	Peifeng Wang Nanyun Peng Filip Ilievski Pedro Szekely Xiang Ren
+	Knowledge Fusion and Semantic Knowledge Ranking for Open Domain Question Answering	2020	Pratyay Banerjee Chitta Baral
+	Don’t Stop Pretraining: Adapt Language Models to Domains and Tasks	2020	Suchin Gururangan Ana Marasović Swabha Swayamdipta Kyle Lo Iz Beltagy Doug Downey Noah A. Smith
+ PDF Chat	Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning	2022	Yu Jin Kim Beong-woo Kwak Youngwook Kim Reinald Kim Amplayo Seung-won Hwang Jinyoung Yeo
+	What is More Likely to Happen Next? Video-and-Language Future Event Prediction	2020	Jie Lei Licheng Yu Tamara L. Berg Mohit Bansal
+	Knowledge-driven Data Construction for Zero-shot Evaluation in Commonsense Question Answering	2020	Kaixin Ma Filip Ilievski Jonathan Francis Yonatan Bisk Eric Nyberg Alessandro Oltramari
+ PDF Chat	CosMo: Conditional Seq2Seq-based Mixture Model for Zero-Shot Commonsense Question Answering	2020	Farhad Moghimifar Lizhen Qu Yue Zhuo Mahsa Baktashmotlagh Gholamreza Haffari
+ PDF Chat	EventBERT: A Pre-Trained Model for Event Correlation Reasoning	2022	Yucheng Zhou Xiubo Geng Tao Shen Guodong Long Daxin Jiang
+	Self-Supervised Knowledge Triplet Learning for Zero-Shot Question Answering	2020	Pratyay Banerjee Chitta Baral

Works Cited by This (7)

Action	Title	Year	Authors
+ PDF Chat	RACE: Large-scale ReAding Comprehension Dataset From Examinations	2017	Guokun Lai Qizhe Xie Hanxiao Liu Yiming Yang Eduard Hovy
+ PDF Chat	Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering	2018	Todor Mihaylov Peter E. Clark Tushar Khot Ashish Sabharwal
+ PDF Chat	Careful Selection of Knowledge to Solve Open Book Question Answering	2019	Pratyay Banerjee Kuntal Kumar Pal Arindam Mitra Chitta Baral
+ PDF Chat	ATOMIC: An Atlas of Machine Commonsense for If-Then Reasoning	2019	Maarten Sap Ronan Le Bras Emily Allaway Chandra Bhagavatula Nicholas Lourie Hannah Rashkin Brendan Roof Noah A. Smith Yejin Choi
+ PDF Chat	SQuAD: 100,000+ Questions for Machine Comprehension of Text	2016	Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang
+ PDF Chat	CoQA: A Conversational Question Answering Challenge	2019	Siva Reddy Danqi Chen Christopher D. Manning
+	RoBERTa: A Robustly Optimized BERT Pretraining Approach	2019	Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy Mike Lewis Luke Zettlemoyer Veselin Stoyanov