Title
Leveraging Large Language Models for Multiple Choice Question Answering Joshua Robinson Christopher Rytting David Wingate ELM 253 200 0 22 Oct 2022
Draft, Sketch, and Prove: Guiding Formal Theorem Provers with Informal Proofs Albert Q. Jiang Sean Welleck Jin Peng Zhou Wenda Li Jiacheng Liu M. Jamnik Timothée Lacroix Yuhuai Wu Guillaume Lample AIMat 160 181 0 21 Oct 2022
Z-LaVI: Zero-Shot Language Solver Fueled by Visual Imagination Yue Yang Wenlin Yao Hongming Zhang Xiaoyang Wang Dong Yu Jianshu Chen VLM 99 22 0 21 Oct 2022
Clip-Tuning: Towards Derivative-free Prompt Learning with a Mixture of Rewards Yekun Chai Shuohuan Wang Yu Sun Hao Tian Hua Wu Haifeng Wang VLM 96 17 0 21 Oct 2022
A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models Alessandro Stolfo Zhijing Jin Kumar Shridhar Bernhard Schölkopf Mrinmaya Sachan ELM OOD LRM 147 66 0 21 Oct 2022
Amos: An Adam-style Optimizer with Adaptive Weight Decay towards Model-Oriented Scale Ran Tian Ankur P. Parikh ODL 88 6 0 21 Oct 2022
Large Language Models Can Self-Improve Jiaxin Huang S. Gu Le Hou Yuexin Wu Xuezhi Wang Hongkun Yu Jiawei Han ReLM AI4MH LRM 231 618 0 20 Oct 2022
Composing Ensembles of Pre-trained Models via Iterative Consensus Shuang Li Yilun Du J. Tenenbaum Antonio Torralba Igor Mordatch MoMe 78 25 0 20 Oct 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 344 3,180 0 20 Oct 2022
Transcending Scaling Laws with 0.1% Extra Compute Yi Tay Jason W. Wei Hyung Won Chung Vinh Q. Tran David R. So ... Donald Metzler Slav Petrov N. Houlsby Quoc V. Le Mostafa Dehghani LRM 109 71 0 20 Oct 2022
lo-fi: distributed fine-tuning without communication Mitchell Wortsman Suchin Gururangan Shen Li Ali Farhadi Ludwig Schmidt Michael G. Rabbat Ari S. Morcos 115 24 0 19 Oct 2022
On the Feasibility of Cross-Task Transfer with Model-Based Reinforcement Learning Yifan Xu Nicklas Hansen Zirui Wang Yung-Chieh Chan H. Su Zhuowen Tu OffRL 81 17 0 19 Oct 2022
Language Models Understand Us, Poorly Jared Moore LRM 59 4 0 19 Oct 2022
Attribution and Obfuscation of Neural Text Authorship: A Data Mining Perspective Adaku Uchendu Thai Le Dongwon Lee DeLMO 123 45 0 19 Oct 2022
The Tail Wagging the Dog: Dataset Construction Biases of Social Bias Benchmarks Nikil Selvam Sunipa Dev Daniel Khashabi Tushar Khot Kai-Wei Chang ALM 82 26 0 18 Oct 2022
Bridging the Gap between Artificial Intelligence and Artificial General Intelligence: A Ten Commandment Framework for Human-Like Intelligence Ananta Nair F. Kashani 71 2 0 17 Oct 2022
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 301 1,144 0 17 Oct 2022
Table-To-Text generation and pre-training with TabT5 Ewa Andrejczuk Julian Martin Eisenschlos Francesco Piccinno Syrine Krichene Yasemin Altun LMTD 66 31 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 159 260 0 17 Oct 2022
Zero-Shot Learners for Natural Language Understanding via a Unified Multiple Choice Perspective Ping Yang Junjie Wang Ruyi Gan Xinyu Zhu Lin Zhang Ziwei Wu Xinyu Gao Jiaxing Zhang Tetsuya Sakai BDL 73 26 0 16 Oct 2022
MiQA: A Benchmark for Inference on Metaphorical Questions Iulia Comsa Julian Martin Eisenschlos S. Narayanan 54 9 0 14 Oct 2022
The Debate Over Understanding in AI's Large Language Models Melanie Mitchell D. Krakauer ELM 162 223 0 14 Oct 2022
Language Generation Models Can Cause Harm: So What Can We Do About It? An Actionable Survey Sachin Kumar Vidhisha Balachandran Lucille Njoo Antonios Anastasopoulos Yulia Tsvetkov ELM 194 91 0 14 Oct 2022
Enabling Classifiers to Make Judgements Explicitly Aligned with Human Values Yejin Bang Tiezheng Yu Andrea Madotto Zhaojiang Lin Mona T. Diab Pascale Fung 82 13 0 14 Oct 2022
Can Language Representation Models Think in Bets? Zhi–Bin Tang Mayank Kejriwal 55 6 0 14 Oct 2022
MTEB: Massive Text Embedding Benchmark Niklas Muennighoff Nouamane Tazi L. Magne Nils Reimers 577 423 0 13 Oct 2022
Bootstrapping Multilingual Semantic Parsers using Large Language Models Abhijeet Awasthi Nitish Gupta Bidisha Samanta Shachi Dave Sunita Sarawagi Partha P. Talukdar 73 7 0 13 Oct 2022
Mass-Editing Memory in a Transformer Kevin Meng Arnab Sen Sharma A. Andonian Yonatan Belinkov David Bau KELM VLM 163 601 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
Language Models of Code are Few-Shot Commonsense Learners Aman Madaan Shuyan Zhou Uri Alon Yiming Yang Graham Neubig ReLM LRM 154 223 0 13 Oct 2022
Retrospectives on the Embodied AI Workshop Matt Deitke Dhruv Batra Yonatan Bisk Tommaso Campari Angel X. Chang ... Jesse Thomason Alexander Toshev Joanne Truong Luca Weihs Jiajun Wu LM&Ro 127 51 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 111 138 0 13 Oct 2022
Large Language Models are few(1)-shot Table Reasoners Wenhu Chen LMTD ReLM LRM 95 153 0 13 Oct 2022
Compute-Efficient Deep Learning: Algorithmic Trends and Opportunities Brian Bartoldson B. Kailkhura Davis W. Blalock 120 51 0 13 Oct 2022
RankT5: Fine-Tuning T5 for Text Ranking with Ranking Losses Honglei Zhuang Zhen Qin R. Jagerman Kai Hui Ji Ma Jing Lu Jianmo Ni Xuanhui Wang Michael Bendersky AIMat 105 141 0 12 Oct 2022
Foundation Transformers Hongyu Wang Shuming Ma Shaohan Huang Li Dong Wenhui Wang ... Barun Patra Zhun Liu Vishrav Chaudhary Xia Song Furu Wei AI4CE 98 27 0 12 Oct 2022
Probing Commonsense Knowledge in Pre-trained Language Models with Sense-level Precision and Expanded Vocabulary Daniel Loureiro A. Jorge ReLM KELM AI4MH LRM 59 1 0 12 Oct 2022
Context Generation Improves Open Domain Question Answering Jane Polak Scowcroft M. Patwary Shrimai Prabhumoye Peng Xu R. Prenger Mohammad Shoeybi Pascale Fung Anima Anandkumar Bryan Catanzaro LLMAG LRM 66 9 0 12 Oct 2022
Task Compass: Scaling Multi-task Pre-training with Task Prefix Zhuosheng Zhang Shuohang Wang Yichong Xu Yuwei Fang Wenhao Yu Yang Liu Han Zhao Chenguang Zhu Michael Zeng SSL LRM 72 16 0 12 Oct 2022
Decoupled Context Processing for Context Augmented Language Modeling Zonglin Li Ruiqi Guo Surinder Kumar RALM KELM 86 24 0 11 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 219 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 89 6 0 11 Oct 2022
Multi-step Planning for Automated Hyperparameter Optimization with OptFormer Lucio Dery A. Friesen Nando de Freitas MarcÁurelio Ranzato Yutian Chen 81 1 0 10 Oct 2022
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings Jean Ogier du Terrail Samy Ayed Edwige Cyffers Felix Grimberg Chaoyang He ... Sai Praneeth Karimireddy Marco Lorenzi Giovanni Neglia Marc Tommasi M. Andreux FedML 133 159 0 10 Oct 2022
Parameter-Efficient Tuning with Special Token Adaptation Xiaoocong Yang James Y. Huang Wenxuan Zhou Muhao Chen 99 12 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 90 10 0 09 Oct 2022
Understanding HTML with Large Language Models Izzeddin Gur Ofir Nachum Yingjie Miao Mustafa Safdari Austin Huang Aakanksha Chowdhery Sharan Narang Noah Fiedel Aleksandra Faust AI4CE 227 71 0 08 Oct 2022
AlphaTuning: Quantization-Aware Parameter-Efficient Adaptation of Large-Scale Pre-Trained Language Models S. Kwon Jeonghoon Kim Jeongin Bae Kang Min Yoo Jin-Hwa Kim Baeseong Park Byeongwook Kim Jung-Woo Ha Nako Sung Dongsoo Lee MQ 125 32 0 08 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
Polyhistor: Parameter-Efficient Multi-Task Adaptation for Dense Vision Tasks Yen-Cheng Liu Chih-Yao Ma Junjiao Tian Zijian He Z. Kira 165 52 0 07 Oct 2022