Title
Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them 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 274 1,143 0 17 Oct 2022
Prompting GPT-3 To Be Reliable Chenglei Si Zhe Gan Zhengyuan Yang Shuohang Wang Jianfeng Wang Jordan L. Boyd-Graber Lijuan Wang KELM LRM 113 303 0 17 Oct 2022
PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in Finance Yang Deng Wenqiang Lei Wenxuan Zhang W. Lam Tat-Seng Chua 91 56 0 17 Oct 2022
RARR: Researching and Revising What Language Models Say, Using Language Models Luyu Gao Zhuyun Dai Panupong Pasupat Anthony Chen Arun Tejasvi Chaganty ... Vincent Zhao Ni Lao Hongrae Lee Da-Cheng Juan Kelvin Guu HILM KELM 103 260 0 17 Oct 2022
Model Criticism for Long-Form Text Generation Yuntian Deng Volodymyr Kuleshov Alexander M. Rush 110 19 0 16 Oct 2022
The Debate Over Understanding in AI's Large Language Models Melanie Mitchell D. Krakauer ELM 153 222 0 14 Oct 2022
Can Language Representation Models Think in Bets? Zhi–Bin Tang Mayank Kejriwal 48 6 0 14 Oct 2022
"John is 50 years old, can his son be 65?" Evaluating NLP Models' Understanding of Feasibility Himanshu Gupta Neeraj Varshney Swaroop Mishra Kuntal Kumar Pal Saurabh Arjun Sawant Kevin Scaria Siddharth Goyal Chitta Baral ELM 100 14 0 14 Oct 2022
Mind the Labels: Describing Relations in Knowledge Graphs With Pretrained Models Zdeněk Kasner Ioannis Konstas Ondrej Dusek 60 6 0 13 Oct 2022
Language Model Decoding as Likelihood-Utility Alignment Martin Josifoski Maxime Peyrard Frano Rajic Jiheng Wei Debjit Paul ... Barun Patra Vishrav Chaudhary Emre Kıcıman Boi Faltings Robert West 82 5 0 13 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 107 138 0 13 Oct 2022
Large Language Models are few(1)-shot Table Reasoners Wenhu Chen LMTD ReLM LRM 84 153 0 13 Oct 2022
Mind's Eye: Grounded Language Model Reasoning through Simulation Ruibo Liu Jason W. Wei S. Gu Te-Yen Wu Soroush Vosoughi Claire Cui Denny Zhou Andrew M. Dai ReLM LRM 217 83 0 11 Oct 2022
Reflection of Thought: Inversely Eliciting Numerical Reasoning in Language Models via Solving Linear Systems Fan Zhou Haoyu Dong Qian Liu Zhoujun Cheng Shi Han Dongmei Zhang ReLM LRM 85 6 0 11 Oct 2022
CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation Tanay Dixit Bhargavi Paranjape Hannaneh Hajishirzi Luke Zettlemoyer SyDa 197 25 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 80 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 150 116 0 07 Oct 2022
Automatic Chain of Thought Prompting in Large Language Models Zhuosheng Zhang Aston Zhang Mu Li Alexander J. Smola ReLM LRM 173 638 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 232 644 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 57 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 97 60 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 251 369 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 90 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 230 215 0 06 Oct 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 460 2,990 0 06 Oct 2022
Learning to Reason With Relational Abstractions A. Nam Mengye Ren Chelsea Finn James L. McClelland ReLM LRM 88 5 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 Cor-Paul Bezemer ELM LLMAG MLLM 90 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 278 25 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 281 219 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 Zhang Yuxiao Dong Jie Tang BDL LRM 364 1,097 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 153 452 0 05 Oct 2022
Recitation-Augmented Language Models Zhiqing Sun Xuezhi Wang Yi Tay Yiming Yang Denny Zhou RALM 275 64 0 04 Oct 2022
ThinkSum: Probabilistic reasoning over sets using large language models Batu Mehmet Ozturkler Nikolay Malkin Zhen Wang Nebojsa Jojic ReLM LRM 133 22 0 04 Oct 2022
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 295 315 0 03 Oct 2022
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 249 444 0 03 Oct 2022
Learning by Distilling Context Charles Burton Snell Dan Klein Ruiqi Zhong ReLM LRM 233 48 0 30 Sep 2022
Unpacking Large Language Models with Conceptual Consistency Pritish Sahu Michael Cogswell Yunye Gong Ajay Divakaran LRM 116 17 0 29 Sep 2022
Compositional Semantic Parsing with Large Language Models Andrew Drozdov Nathanael Scharli Ekin Akyuurek Nathan Scales Xinying Song Xinyun Chen Olivier Bousquet Denny Zhou ReLM LRM 267 93 0 29 Sep 2022
Co-Writing Screenplays and Theatre Scripts with Language Models: An Evaluation by Industry Professionals Piotr Wojciech Mirowski Kory W. Mathewson Jaylen Pittman Richard Evans HAI 110 264 0 29 Sep 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 92 21 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 Ashwin Kalyan ReLM LRM 195 297 0 29 Sep 2022
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 233 120 0 22 Sep 2022
ProgPrompt: Generating Situated Robot Task Plans using Large Language Models Ishika Singh Valts Blukis Arsalan Mousavian Ankit Goyal Danfei Xu Jonathan Tremblay Dieter Fox Jesse Thomason Animesh Garg LM&Ro LLMAG 179 657 0 22 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 94 30 0 22 Sep 2022
Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees Swarnadeep Saha Shiyue Zhang Peter Hase Joey Tianyi Zhou 106 20 0 21 Sep 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators Wenhao Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng Jiang RALM AIMat 351 341 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 Ashwin Kalyan ELM ReLM LRM 292 1,301 0 20 Sep 2022
Enabling Conversational Interaction with Mobile UI using Large Language Models Bryan Wang Gang Li Yang Li 219 144 0 18 Sep 2022
Psychologically-informed chain-of-thought prompts for metaphor understanding in large language models Ben Prystawski P. Thibodeau Christopher Potts Noah D. Goodman ReLM LRM AI4CE 73 21 0 16 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 110 91 0 13 Sep 2022