Measuring and Narrowing the Compositionality Gap in Language Models

Measuring and Narrowing the Compositionality Gap in Language Models

7 October 2022

Ofir Press

Papers citing "Measuring and Narrowing the Compositionality Gap in Language Models"

19 / 419 papers shown

Title
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 6 576 0 20 Dec 2022
When Do Decompositions Help for Machine Reading? Kangda Wei Dawn J Lawrie Benjamin Van Durme Yunmo Chen Orion Weller ReLM 24 1 0 20 Dec 2022
Towards Understanding Chain-of-Thought Prompting: An Empirical Study of What Matters Boshi Wang Sewon Min Xiang Deng Jiaming Shen You Wu Luke Zettlemoyer Huan Sun LRM ReLM 24 219 0 20 Dec 2022
Visconde: Multi-document QA with GPT-3 and Neural Reranking Jayr Alencar Pereira R. Fidalgo R. Lotufo Rodrigo Nogueira BDL RALM 13 30 0 19 Dec 2022
Reasoning with Language Model Prompting: A Survey Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 41 295 0 19 Dec 2022
Low-Resource Authorship Style Transfer: Can Non-Famous Authors Be Imitated? Ajay Patel Nicholas Andrews Chris Callison-Burch 22 6 0 18 Dec 2022
Evaluating Step-by-Step Reasoning through Symbolic Verification Yi-Fan Zhang Hanlin Zhang Li Erran Li Eric P. Xing ReLM LRM 6 8 0 16 Dec 2022
Successive Prompting for Decomposing Complex Questions Dheeru Dua Shivanshu Gupta Sameer Singh Matt Gardner ReLM LRM 16 108 0 08 Dec 2022
Complementary Explanations for Effective In-Context Learning Xi Ye Srini Iyer Asli Celikyilmaz Ves Stoyanov Greg Durrett Ramakanth Pasunuru ReLM LRM 21 85 0 25 Nov 2022
PAL: Program-aided Language Models Luyu Gao Aman Madaan Shuyan Zhou Uri Alon Pengfei Liu Yiming Yang Jamie Callan Graham Neubig ReLM LRM 29 322 0 18 Nov 2022
Prompting Language Models for Linguistic Structure Terra Blevins Hila Gonen Luke Zettlemoyer LRM 22 26 0 15 Nov 2022
Using Persuasive Writing Strategies to Explain and Detect Health Misinformation Danial Kamali Joseph Romain Huiyi Liu Wei Peng Jingbo Meng Parisa Kordjamshidi 21 1 0 11 Nov 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 208 2,413 0 06 Oct 2022
Decomposed Prompting: A Modular Approach for Solving Complex Tasks Tushar Khot H. Trivedi Matthew Finlayson Yao Fu Kyle Richardson Peter Clark Ashish Sabharwal ReLM LRM 48 403 0 05 Oct 2022
Is a Question Decomposition Unit All We Need? Pruthvi H. Patel Swaroop Mishra Mihir Parmar Chitta Baral ReLM 130 50 0 25 May 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
Teaching language models to support answers with verified quotes Jacob Menick Maja Trebacz Vladimir Mikulik John Aslanides Francis Song ... Mia Glaese Susannah Young Lucy Campbell-Gillingham G. Irving Nat McAleese ELM RALM 220 204 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models 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 315 8,261 0 28 Jan 2022
Answering Complex Open-domain Questions Through Iterative Query Generation Peng Qi Xiaowen Lin L. Mehr Zijian Wang Christopher D. Manning RALM ReLM LRM 164 117 0 15 Oct 2019