Teaching Smaller Language Models To Generalise To Unseen Compositional
Questions

Teaching Smaller Language Models To Generalise To Unseen Compositional Questions

2 August 2023

Michael Witbrock

Patricia J. Riddle

Papers citing "Teaching Smaller Language Models To Generalise To Unseen Compositional Questions"

18 / 18 papers shown

Title
Do Smaller Language Models Answer Contextualised Questions Through Memorisation Or Generalisation? Tim Hartill Joshua Bensemann Michael Witbrock Patricia Riddle KELM 17 0 0 21 Nov 2023
Answering Unseen Questions With Smaller Language Models Using Rationale Generation and Dense Retrieval Tim Hartill Diana Benavides-Prado Michael Witbrock Patricia J. Riddle ReLM LRM 15 1 0 09 Aug 2023
Zemi: Learning Zero-Shot Semi-Parametric Language Models from Multiple Tasks Zhenhailong Wang Xiaoman Pan Dian Yu Dong Yu Jianshu Chen Heng Ji VLM 38 9 0 01 Oct 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,730 0 04 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
Reasoning Like Program Executors Xinyu Pi Qian Liu Bei Chen Morteza Ziyadi Zeqi Lin Qiang Fu Yan Gao Jian-Guang Lou Weizhu Chen ReLM LRM 246 52 0 27 Jan 2022
Human Parity on CommonsenseQA: Augmenting Self-Attention with External Attention Yichong Xu Chenguang Zhu Shuohang Wang Siqi Sun Hao Cheng Xiaodong Liu Jianfeng Gao Pengcheng He Michael Zeng Xuedong Huang LRM 246 54 0 06 Dec 2021
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 203 1,651 0 15 Oct 2021
Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One? Xilun Chen Kushal Lakhotia Barlas Oğuz Anchit Gupta Patrick Lewis Stanislav Peshterliev Yashar Mehdad Sonal Gupta Wen-tau Yih 48 67 0 13 Oct 2021
Entity-Based Knowledge Conflicts in Question Answering Shayne Longpre Kartik Perisetla Anthony Chen Nikhil Ramesh Chris DuBois Sameer Singh HILM 235 236 0 10 Sep 2021
The paradox of the compositionality of natural language: a neural machine translation case study Verna Dankers Elia Bruni Dieuwke Hupkes CoGe 155 75 0 12 Aug 2021
Turning Tables: Generating Examples from Semi-structured Tables for Endowing Language Models with Reasoning Skills Ori Yoran Alon Talmor Jonathan Berant ReLM LRM 172 53 0 15 Jul 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 229 961 0 17 Apr 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 245 671 0 06 Jan 2021
Answering Open-Domain Questions of Varying Reasoning Steps from Text Peng Qi Haejun Lee OghenetegiriTGSido Christopher D. Manning KELM RALM LRM 174 55 0 23 Oct 2020
PubMedQA: A Dataset for Biomedical Research Question Answering Qiao Jin Bhuwan Dhingra Zhengping Liu William W. Cohen Xinghua Lu 202 791 0 13 Sep 2019
Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Mor Geva Yoav Goldberg Jonathan Berant 235 319 0 21 Aug 2019