Yejin Choi

MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations

Yao Dou, Maxwell Forbes, Ari Holtzman, Yejin Choi

Comments 7 pages, AAAI-21

Paragraph-level Commonsense Transformers with Recurrent Memory

Saadia Gabriel, Chandra Bhagavatula, Vered Shwartz, Ronan Le Bras, Maxwell Forbes, Yejin Choi

Comments AAAI 2021

Challenges in Automated Debiasing for Toxic Language Detection

Xuhui Zhou, Maarten Sap, Swabha Swayamdipta, Noah A. Smith, Yejin Choi

Comments EACL 2021

Moral Stories: Situated Reasoning about Norms, Intents, Actions, and their Consequences

Denis Emelin, Ronan Le Bras, Jena D. Hwang, Maxwell Forbes, Yejin Choi

Comments For the 'Moral Stories' dataset, see https://github.com/demelin/moral_stories

Learning to Rationalize for Nonmonotonic Reasoning with Distant Supervision

Faeze Brahman, Vered Shwartz, Rachel Rudinger, Yejin Choi

Comments AAAI 2021

Defending Against Neural Fake News

Rowan Zellers, Ari Holtzman, Hannah Rashkin, Yonatan Bisk, Ali Farhadi, Franziska Roesner, Yejin Choi

Comments NeurIPS 2019 camera ready version. Project page/code/demo at https://rowanzellers.com/grover

CommonGen: A Constrained Text Generation Challenge for Generative Commonsense Reasoning

Bill Yuchen Lin, Wangchunshu Zhou, Ming Shen, Pei Zhou, Chandra Bhagavatula, Yejin Choi, Xiang Ren

Comments Accepted to EMNLP 2020 Findings. Add one more human reference for each test example: Table 1,3 & Figure 4 & Section 3.3, 3.4 are updated. Project page: https://inklab.usc.edu/CommonGen/

Dynamic Neuro-Symbolic Knowledge Graph Construction for Zero-shot Commonsense Question Answering

Antoine Bosselut, Ronan Le Bras, Yejin Choi

PowerTransformer: Unsupervised Controllable Revision for Biased Language Correction

Xinyao Ma, Maarten Sap, Hannah Rashkin, Yejin Choi

Comments EMNLP 2020

Natural Language Rationales with Full-Stack Visual Reasoning: From Pixels to Semantic Frames to Commonsense Graphs

Ana Marasović, Chandra Bhagavatula, Jae Sung Park, Ronan Le Bras, Noah A. Smith, Yejin Choi

Comments Accepted to Findings of EMNLP

Dataset Cartography: Mapping and Diagnosing Datasets with Training Dynamics

Swabha Swayamdipta, Roy Schwartz, Nicholas Lourie, Yizhong Wang, Hannaneh Hajishirzi, Noah A. Smith, Yejin Choi

Comments Proceedings of EMNLP 2020

PlotMachines: Outline-Conditioned Generation with Dynamic Plot State Tracking

Hannah Rashkin, Asli Celikyilmaz, Yejin Choi, Jianfeng Gao

Comments EMNLP 2020

RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models

Samuel Gehman, Suchin Gururangan, Maarten Sap, Yejin Choi, Noah A. Smith

Comments Findings in EMNLP 2020

Unsupervised Commonsense Question Answering with Self-Talk

Vered Shwartz, Peter West, Ronan Le Bras, Chandra Bhagavatula, Yejin Choi

Comments EMNLP 2020

VisualCOMET: Reasoning about the Dynamic Context of a Still Image

Jae Sung Park, Chandra Bhagavatula, Roozbeh Mottaghi, Ali Farhadi, Yejin Choi

Comments Project Page: http://visualcomet.xyz (ECCV 2020 Spotlight)

Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks

Xiujun Li, Xi Yin, Chunyuan Li, Pengchuan Zhang, Xiaowei Hu, Lei Zhang, Lijuan Wang, Houdong Hu, Li Dong, Furu Wei, Yejin Choi, Jianfeng Gao

Comments ECCV 2020, Code and pre-trained models are released: https://github.com/microsoft/Oscar

Adversarial Filters of Dataset Biases

Ronan Le Bras, Swabha Swayamdipta, Chandra Bhagavatula, Rowan Zellers, Matthew E. Peters, Ashish Sabharwal, Yejin Choi

Comments Accepted to ICML 2020

Social Bias Frames: Reasoning about Social and Power Implications of Language

Maarten Sap, Saadia Gabriel, Lianhui Qin, Dan Jurafsky, Noah A. Smith, Yejin Choi

Comments ACL 2020 Camera Ready; Data available at http://tinyurl.com/social-bias-frames

Procedural Reading Comprehension with Attribute-Aware Context Flow

Aida Amini, Antoine Bosselut, Bhavana Dalvi Mishra, Yejin Choi, Hannaneh Hajishirzi

Multi-View Learning for Vision-and-Language Navigation

Qiaolin Xia, Xiujun Li, Chunyuan Li, Yonatan Bisk, Zhifang Sui, Jianfeng Gao, Yejin Choi, Noah A. Smith

Comments 16 pages, 8 figures

The Curious Case of Neural Text Degeneration

Ari Holtzman, Jan Buys, Li Du, Maxwell Forbes, Yejin Choi

Comments Published in ICLR 2020

Abductive Commonsense Reasoning

Chandra Bhagavatula, Ronan Le Bras, Chaitanya Malaviya, Keisuke Sakaguchi, Ari Holtzman, Hannah Rashkin, Doug Downey, Scott Wen-tau Yih, Yejin Choi

Comments ICLR 2020 Camera Ready

Commonsense Knowledge Base Completion with Structural and Semantic Context

Chaitanya Malaviya, Chandra Bhagavatula, Antoine Bosselut, Yejin Choi

Comments AAAI 2020

PIQA: Reasoning about Physical Commonsense in Natural Language

Yonatan Bisk, Rowan Zellers, Ronan Le Bras, Jianfeng Gao, Yejin Choi

Comments AAAI 2020

WinoGrande: An Adversarial Winograd Schema Challenge at Scale

Keisuke Sakaguchi, Ronan Le Bras, Chandra Bhagavatula, Yejin Choi

BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle

Peter West, Ari Holtzman, Jan Buys, Yejin Choi

Counterfactual Story Reasoning and Generation

Lianhui Qin, Antoine Bosselut, Ari Holtzman, Chandra Bhagavatula, Elizabeth Clark, Yejin Choi

Comments Accepted to EMNLP 2019

Cosmos QA: Machine Reading Comprehension with Contextual Commonsense Reasoning

Lifu Huang, Ronan Le Bras, Chandra Bhagavatula, Yejin Choi

Comments EMNLP'2019

SocialIQA: Commonsense Reasoning about Social Interactions

Maarten Sap, Hannah Rashkin, Derek Chen, Ronan LeBras, Yejin Choi

Comments the first two authors contributed equally; accepted to EMNLP 2019; camera ready version

Robust Navigation with Language Pretraining and Stochastic Sampling

Xiujun Li, Chunyuan Li, Qiaolin Xia, Yonatan Bisk, Asli Celikyilmaz, Jianfeng Gao, Noah Smith, Yejin Choi

Comments 8 pages, 4 figures, EMNLP 2019