Title
CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation Tanay Dixit Bhargavi Paranjape Hannaneh Hajishirzi Luke Zettlemoyer SyDa 143 23 0 10 Oct 2022
CHARD: Clinical Health-Aware Reasoning Across Dimensions for Text Generation Models Steven Y. Feng Vivek Khetan Bogdan Sacaleanu A. Gershman Eduard H. Hovy LRM 35 10 0 09 Oct 2022
ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering Zhiyu Zoey Chen Shiyang Li Charese Smiley Zhiqiang Ma Sameena Shah William Yang Wang AIMat LRM AI4CE 31 100 0 07 Oct 2022
Automatic Chain of Thought Prompting in Large Language Models Zhuosheng Zhang Aston Zhang Mu Li Alexander J. Smola ReLM LRM 67 575 0 07 Oct 2022
Measuring and Narrowing the Compositionality Gap in Language Models Ofir Press Muru Zhang Sewon Min Ludwig Schmidt Noah A. Smith M. Lewis ReLM KELM LRM 52 557 0 07 Oct 2022
Achieving and Understanding Out-of-Distribution Generalization in Systematic Reasoning in Small-Scale Transformers A. Nam Mustafa Abdool Trevor C. Maxfield James L. McClelland NAI LRM AI4CE 28 1 0 07 Oct 2022
Rainier: Reinforced Knowledge Introspector for Commonsense Question Answering Jiacheng Liu Skyler Hallinan Ximing Lu Pengfei He Sean Welleck Hannaneh Hajishirzi Yejin Choi RALM 26 59 0 06 Oct 2022
Language Models are Multilingual Chain-of-Thought Reasoners Freda Shi Mirac Suzgun Markus Freitag Xuezhi Wang Suraj Srivats ... Yi Tay Sebastian Ruder Denny Zhou Dipanjan Das Jason W. Wei ReLM LRM 172 327 0 06 Oct 2022
Efficiently Enhancing Zero-Shot Performance of Instruction Following Model via Retrieval of Soft Prompt Seonghyeon Ye Joel Jang Doyoung Kim Yongrae Jo Minjoon Seo VLM 33 2 0 06 Oct 2022
Binding Language Models in Symbolic Languages Zhoujun Cheng Tianbao Xie Peng Shi Chengzu Li Rahul Nadkarni ... Dragomir R. Radev Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu LMTD 119 198 0 06 Oct 2022
Learning to Reason With Relational Abstractions A. Nam Mengye Ren Chelsea Finn James L. McClelland ReLM LRM 37 4 0 06 Oct 2022
Large Language Models are Pretty Good Zero-Shot Video Game Bug Detectors Mohammad Reza Taesiri Finlay Macklon Yihe Wang Hengshuo Shen C. Bezemer ELM LLMAG MLLM 42 13 0 05 Oct 2022
Honest Students from Untrusted Teachers: Learning an Interpretable Question-Answering Pipeline from a Pretrained Language Model Jacob Eisenstein D. Andor Bernd Bohnet Michael Collins David M. Mimno LRM 191 24 0 05 Oct 2022
Ask Me Anything: A simple strategy for prompting language models Simran Arora A. Narayan Mayee F. Chen Laurel J. Orr Neel Guha Kush S. Bhatia Ines Chami Frederic Sala Christopher Ré ReLM LRM 214 208 0 05 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng-Zhen Zhang Yuxiao Dong Jie Tang BDL LRM 250 1,073 0 05 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 70 416 0 05 Oct 2022
ChemAlgebra: Algebraic Reasoning on Chemical Reactions Andrea Valenti D. Bacciu Antonio Vergari OOD LRM 32 0 0 05 Oct 2022
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 121 275 0 03 Oct 2022
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 162 414 0 03 Oct 2022
DR.BENCH: Diagnostic Reasoning Benchmark for Clinical Natural Language Processing Yanjun Gao Dmitriy Dligach Timothy A. Miller John R. Caskey Brihat Sharma M. Churpek Majid Afshar ELM LRM 34 17 0 29 Sep 2022
Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning Pan Lu Liang Qiu Kai-Wei Chang Ying Nian Wu Song-Chun Zhu Tanmay Rajpurohit Peter Clark A. Kalyan ReLM LRM 37 267 0 29 Sep 2022
Selecting Better Samples from Pre-trained LLMs: A Case Study on Question Generation Xingdi Yuan Tong Wang Yen-Hsiang Wang Emery Fine Rania Abdelghani Pauline Lucas Hélene Sauzéon Pierre-Yves Oudeyer 30 29 0 22 Sep 2022
Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees Swarnadeep Saha Shiyue Zhang Peter Hase Joey Tianyi Zhou 26 19 0 21 Sep 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators W. Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng Jiang RALM AIMat 229 321 0 21 Sep 2022
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 211 1,106 0 20 Sep 2022
Enabling Conversational Interaction with Mobile UI using Large Language Models Bryan Wang Gang Li Yang Li 178 132 0 18 Sep 2022
Do Androids Laugh at Electric Sheep? Humor "Understanding" Benchmarks from The New Yorker Caption Contest Jack Hessel Ana Marasović Jena D. Hwang Lillian Lee Jeff Da Rowan Zellers Robert Mankoff Yejin Choi VLM 22 85 0 13 Sep 2022
Improving Language Model Prompting in Support of Semi-autonomous Task Learning James R. Kirk R. Wray Peter Lindes John E. Laird LRM 30 10 0 13 Sep 2022
Faithful Reasoning Using Large Language Models Antonia Creswell Murray Shanahan ReLM LRM 18 121 0 30 Aug 2022
Shortcut Learning of Large Language Models in Natural Language Understanding Mengnan Du Fengxiang He Na Zou Dacheng Tao Xia Hu KELM OffRL 34 84 0 25 Aug 2022
PEER: A Collaborative Language Model Timo Schick Jane Dwivedi-Yu Zhengbao Jiang Fabio Petroni Patrick Lewis Gautier Izacard Qingfei You Christoforos Nalmpantis Edouard Grave Sebastian Riedel ALM 50 93 0 24 Aug 2022
Deepfake: Definitions, Performance Metrics and Standards, Datasets and Benchmarks, and a Meta-Review Enes ALTUNCU V. N. Franqueira Shujun Li 28 11 0 21 Aug 2022
Using Large Language Models to Simulate Multiple Humans and Replicate Human Subject Studies Gati Aher RosaI. Arriaga Adam Tauman Kalai 57 349 0 18 Aug 2022
Interactive and Visual Prompt Engineering for Ad-hoc Task Adaptation with Large Language Models Hendrik Strobelt Albert Webson Victor Sanh Benjamin Hoover Johanna Beyer Hanspeter Pfister Alexander M. Rush VLM 33 135 0 16 Aug 2022
Limitations of Language Models in Arithmetic and Symbolic Induction Jingu Qian Hong Wang Zekun Li Shiyang Li Xifeng Yan ReLM LRM 40 74 0 09 Aug 2022
AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model Saleh Soltan Shankar Ananthakrishnan Jack G. M. FitzGerald Rahul Gupta Wael Hamza ... Mukund Sridhar Fabian Triefenbach Apurv Verma Gokhan Tur Premkumar Natarajan 54 82 0 02 Aug 2022
Large Language Models and the Reverse Turing Test T. Sejnowski ELM 26 107 0 28 Jul 2022
Innovations in Neural Data-to-text Generation: A Survey Mandar Sharma Ajay K. Gogineni Naren Ramakrishnan 29 10 0 25 Jul 2022
Language Model Cascades David Dohan Winnie Xu Aitor Lewkowycz Jacob Austin David Bieber ... Henryk Michalewski Rif A. Saurous Jascha Narain Sohl-Dickstein Kevin Patrick Murphy Charles Sutton ReLM LRM 38 99 0 21 Jul 2022
Can large language models reason about medical questions? Valentin Liévin C. Hother Andreas Geert Motzfeldt Ole Winther ELM LM&MA AI4MH LRM 26 299 0 17 Jul 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 30 181 0 14 Jul 2022
Language Models (Mostly) Know What They Know Saurav Kadavath Tom Conerly Amanda Askell T. Henighan Dawn Drain ... Nicholas Joseph Benjamin Mann Sam McCandlish C. Olah Jared Kaplan ELM 47 712 0 11 Jul 2022
Exploring Length Generalization in Large Language Models Cem Anil Yuhuai Wu Anders Andreassen Aitor Lewkowycz Vedant Misra V. Ramasesh Ambrose Slone Guy Gur-Ari Ethan Dyer Behnam Neyshabur ReLM LRM 33 158 0 11 Jul 2022
Rationale-Augmented Ensembles in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Denny Zhou ReLM LRM 35 124 0 02 Jul 2022
Solving Quantitative Reasoning Problems with Language Models Aitor Lewkowycz Anders Andreassen David Dohan Ethan Dyer Henryk Michalewski ... Theo Gutman-Solo Yuhuai Wu Behnam Neyshabur Guy Gur-Ari Vedant Misra ReLM ELM LRM 58 739 0 29 Jun 2022
PlanBench: An Extensible Benchmark for Evaluating Large Language Models on Planning and Reasoning about Change Karthik Valmeekam Matthew Marquez Alberto Olmo S. Sreedharan Subbarao Kambhampati ReLM LRM 25 197 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 Percy Liang J. Dean W. Fedus ELM ReLM LRM 51 2,344 0 15 Jun 2022
Language Models are General-Purpose Interfaces Y. Hao Haoyu Song Li Dong Shaohan Huang Zewen Chi Wenhui Wang Shuming Ma Furu Wei MLLM 27 95 0 13 Jun 2022
Self-critiquing models for assisting human evaluators William Saunders Catherine Yeh Jeff Wu Steven Bills Ouyang Long Jonathan Ward Jan Leike ALM ELM 29 280 0 12 Jun 2022
Can Foundation Models Help Us Achieve Perfect Secrecy? Simran Arora Christopher Ré FedML 24 6 0 27 May 2022