Title
Foveate, Attribute, and Rationalize: Towards Physically Safe and Trustworthy AIAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Alex Mei Sharon Levy William Yang Wang 208 7 0 19 Dec 2022
Reasoning with Language Model Prompting: A SurveyAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 551 379 0 19 Dec 2022
Language model acceptability judgements are not always robust to contextAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Koustuv Sinha Jon Gauthier Aaron Mueller Kanishka Misra Keren Fuentes R. Levy Adina Williams 185 19 0 18 Dec 2022
Reasoning Circuits: Few-shot Multihop Question Generation with Structured Rationales Saurabh Kulshreshtha Anna Rumshisky ReLM LRM 121 4 0 15 Nov 2022
Are Hard Examples also Harder to Explain? A Study with Human and Model-Generated ExplanationsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Swarnadeep Saha Peter Hase Nazneen Rajani Joey Tianyi Zhou LRM 151 16 0 14 Nov 2022
Robosourcing Educational Resources -- Leveraging Large Language Models for Learnersourcing Paul Denny Sami Sarsa Arto Hellas Juho Leinonen AI4Ed 101 40 0 09 Nov 2022
PINTO: Faithful Language Reasoning Using Prompt-Generated RationalesInternational Conference on Learning Representations (ICLR), 2022 Peifeng Wang Aaron Chan Filip Ilievski Muhao Chen Xiang Ren LRM ReLM 276 68 0 03 Nov 2022
Can language models handle recursively nested grammatical structures? A case study on comparing models and humansComputational Linguistics (CL), 2022 Andrew Kyle Lampinen ReLM ELM 306 44 0 27 Oct 2022
Does Self-Rationalization Improve Robustness to Spurious Correlations?Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Alexis Ross Matthew E. Peters Ana Marasović LRM 218 15 0 24 Oct 2022
Large Language Models Can Self-ImproveConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Jiaxin Huang S. Gu Le Hou Yuexin Wu Xuezhi Wang Hongkun Yu Jiawei Han ReLM AI4MH LRM 519 736 0 20 Oct 2022
Continued Pretraining for Better Zero- and Few-Shot PromptabilityConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Zhaofeng Wu IV RobertL.Logan Pete Walsh Akshita Bhagia Dirk Groeneveld Sameer Singh Iz Beltagy VLM 162 15 0 19 Oct 2022
Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve ThemAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Mirac Suzgun Nathan Scales Nathanael Scharli Sebastian Gehrmann Yi Tay ... Aakanksha Chowdhery Quoc V. Le Ed H. Chi Denny Zhou Jason W. Wei ALM ELM LRM ReLM 458 1,491 0 17 Oct 2022
Explanations from Large Language Models Make Small Reasoners Better Shiyang Li Jianshu Chen Yelong Shen Zhiyu Zoey Chen Xinlu Zhang ... Jingu Qian Baolin Peng Yi Mao Wenhu Chen Xifeng Yan ReLM LRM 223 154 0 13 Oct 2022
Mind's Eye: Grounded Language Model Reasoning through SimulationInternational Conference on Learning Representations (ICLR), 2022 Ruibo Liu Jason W. Wei S. Gu Te-Yen Wu Soroush Vosoughi Claire Cui Denny Zhou Andrew M. Dai ReLM LRM 308 91 0 11 Oct 2022
Efficiently Enhancing Zero-Shot Performance of Instruction Following Model via Retrieval of Soft PromptConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Seonghyeon Ye Joel Jang Doyoung Kim Yongrae Jo Minjoon Seo VLM 212 3 0 06 Oct 2022
Ask Me Anything: A simple strategy for prompting language modelsInternational Conference on Learning Representations (ICLR), 2022 Simran Arora A. Narayan Mayee F. Chen Laurel J. Orr Neel Guha Kush S. Bhatia Ines Chami Frederic Sala Christopher Ré ReLM LRM 559 252 0 05 Oct 2022
COMPS: Conceptual Minimal Pair Sentences for testing Robust Property Knowledge and its Inheritance in Pre-trained Language ModelsConference of the European Chapter of the Association for Computational Linguistics (EACL), 2022 Kanishka Misra Julia Taylor Rayz Allyson Ettinger 329 16 0 05 Oct 2022
Recitation-Augmented Language ModelsInternational Conference on Learning Representations (ICLR), 2022 Zhiqing Sun Xuezhi Wang Yi Tay Yiming Yang Denny Zhou RALM 523 76 0 04 Oct 2022
Towards Faithful Model Explanation in NLP: A SurveyComputational Linguistics (CL), 2022 Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 402 160 0 22 Sep 2022
Selecting Better Samples from Pre-trained LLMs: A Case Study on Question GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Xingdi Yuan Tong Wang Yen-Hsiang Wang Emery Fine Rania Abdelghani Pauline Lucas Hélene Sauzéon Pierre-Yves Oudeyer 228 34 0 22 Sep 2022
WeLM: A Well-Read Pre-trained Language Model for Chinese Hui Su Xiao Zhou Houjin Yu Xiaoyu Shen Yuwen Chen Zilin Zhu Yang Yu Jie Zhou 156 23 0 21 Sep 2022
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question AnsweringNeural Information Processing Systems (NeurIPS), 2022 Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark Ashwin Kalyan ELM ReLM LRM 476 1,789 0 20 Sep 2022
Psychologically-informed chain-of-thought prompts for metaphor understanding in large language modelsAnnual Meeting of the Cognitive Science Society (CogSci), 2022 Ben Prystawski P. Thibodeau Christopher Potts Noah D. Goodman ReLM LRM AI4CE 188 22 0 16 Sep 2022
What Can Transformers Learn In-Context? A Case Study of Simple Function ClassesNeural Information Processing Systems (NeurIPS), 2022 Shivam Garg Dimitris Tsipras Abigail Z. Jacobs Gregory Valiant 533 653 0 01 Aug 2022
Language models show human-like content effects on reasoning tasks Ishita Dasgupta Andrew Kyle Lampinen Stephanie C. Y. Chan Hannah R. Sheahan Antonia Creswell D. Kumaran James L. McClelland Felix Hill ReLM LRM 407 210 0 14 Jul 2022
Inner Monologue: Embodied Reasoning through Planning with Language ModelsConference on Robot Learning (CoRL), 2022 Wenlong Huang F. Xia Ted Xiao Harris Chan Jacky Liang ... Tomas Jackson Linda Luu Sergey Levine Karol Hausman Brian Ichter LLMAG LM&Ro LRM 340 1,132 0 12 Jul 2022
Rationale-Augmented Ensembles in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Denny Zhou ReLM LRM 209 135 0 02 Jul 2022
Using cognitive psychology to understand GPT-3Proceedings of the National Academy of Sciences of the United States of America (PNAS), 2022 Marcel Binz Eric Schulz ELM LLMAG 547 599 0 21 Jun 2022
Emergent Abilities of Large Language Models Jason W. Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph ... Tatsunori Hashimoto Oriol Vinyals Abigail Z. Jacobs J. Dean W. Fedus ELM ReLM LRM 440 3,046 0 15 Jun 2022
Making Large Language Models Better Reasoners with Step-Aware VerifierAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Yifei Li Zeqi Lin Shizhuo Zhang Qiang Fu B. Chen Jian-Guang Lou Weizhu Chen ReLM LRM 249 281 0 06 Jun 2022
Maieutic Prompting: Logically Consistent Reasoning with Recursive ExplanationsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 420 217 0 24 May 2022
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context LearningNeural Information Processing Systems (NeurIPS), 2022 Haokun Liu Derek Tam Mohammed Muqeeth Jay Mohta Tenghao Huang Joey Tianyi Zhou Colin Raffel 373 1,126 0 11 May 2022
The Unreliability of Explanations in Few-shot Prompting for Textual ReasoningNeural Information Processing Systems (NeurIPS), 2022 Xi Ye Greg Durrett ReLM LRM 266 220 0 06 May 2022
Training Language Models with Language Feedback Jérémy Scheurer Jon Ander Campos Jun Shern Chan Angelica Chen Dong Wang Ethan Perez ALM 431 54 0 29 Apr 2022
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP TasksConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Yizhong Wang Swaroop Mishra Pegah Alipoormolabashi Yeganeh Kordi Amirreza Mirzaei ... Chitta Baral Yejin Choi Noah A. Smith Hannaneh Hajishirzi Daniel Khashabi ELM 527 995 0 16 Apr 2022
STaR: Bootstrapping Reasoning With Reasoning E. Zelikman Yuhuai Wu Jesse Mu Noah D. Goodman ReLM LRM 447 677 0 28 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language ModelsNeural Information Processing Systems (NeurIPS), 2022 Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 2.1K 13,906 0 28 Jan 2022
Reframing Human-AI Collaboration for Generating Free-Text Explanations Sarah Wiegreffe Jack Hessel Swabha Swayamdipta Mark O. Riedl Yejin Choi 203 169 0 16 Dec 2021
Do Prompt-Based Models Really Understand the Meaning of their Prompts? Albert Webson Ellie Pavlick LRM 300 418 0 02 Sep 2021
Systematic human learning and generalization from a brief tutorial with explanatory feedbackOpen Mind (OM), 2021 A. Nam James L. McClelland 72 3 0 10 Jul 2021
When Can Models Learn From Explanations? A Formal Framework for Understanding the Roles of Explanation Data Peter Hase Joey Tianyi Zhou XAI 349 91 0 03 Feb 2021