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Language Models of Code are Few-Shot Commonsense Learners

13 October 2022

Graham Neubig

Papers citing "Language Models of Code are Few-Shot Commonsense Learners"

33 / 33 papers shown

Title
MIH-TCCT: Mitigating Inconsistent Hallucinations in LLMs via Event-Driven Text-Code Cyclic Training Xinxin You Xien Liu Qixin Sun Huan Zhang Kaiyin Zhou Shaohui Liu Guoping Hu Shijin Wang Si Liu Ji Wu 154 0 0 13 Feb 2025
FLARE: Faithful Logic-Aided Reasoning and Exploration Erik Arakelyan Pasquale Minervini Pat Verga Patrick Lewis Isabelle Augenstein ReLM LRM 182 2 0 14 Oct 2024
CodePMP: Scalable Preference Model Pretraining for Large Language Model Reasoning Huimu Yu Xing Wu Weidong Yin Debing Zhang Songlin Hu LRM 68 5 0 03 Oct 2024
KARMA: Augmenting Embodied AI Agents with Long-and-short Term Memory Systems Zixuan Wang Bo Yu Junzhe Zhao Wenhao Sun Sai Hou Shuai Liang Xing Hu Yinhe Han Yiming Gan 130 4 0 23 Sep 2024
CodeTaxo: Enhancing Taxonomy Expansion with Limited Examples via Code Language Prompts Qingkai Zeng Yuyang Bai Zhaoxuan Tan Zhenyu Wu Shangbin Feng Meng Jiang 86 7 0 17 Aug 2024
ZeroCAP: Zero-Shot Multi-Robot Context Aware Pattern Formation via Large Language Models Vishnunandan L. N. Venkatesh Byung-Cheol Min LM&Ro 166 2 0 02 Apr 2024
World Models for Math Story Problems Andreas Opedal Niklas Stoehr Abulhair Saparov Mrinmaya Sachan ReLM 81 13 0 07 Jun 2023
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 175 657 0 22 Sep 2022
Coalescing Global and Local Information for Procedural Text Understanding Kaixin Ma Filip Ilievski Jonathan M Francis Eric Nyberg A. Oltramari 64 11 0 26 Aug 2022
Autoformalization with Large Language Models Yuhuai Wu Albert Q. Jiang Wenda Li M. Rabe Charles Staats M. Jamnik Christian Szegedy AI4CE 287 178 0 25 May 2022
InCoder: A Generative Model for Code Infilling and Synthesis Daniel Fried Armen Aghajanyan Jessy Lin Sida I. Wang Eric Wallace Freda Shi Ruiqi Zhong Wen-tau Yih Luke Zettlemoyer M. Lewis SyDa 79 652 0 12 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 529 6,293 0 05 Apr 2022
A Systematic Evaluation of Large Language Models of Code Frank F. Xu Uri Alon Graham Neubig Vincent J. Hellendoorn ELM ALM 233 655 0 26 Feb 2022
Synchromesh: Reliable code generation from pre-trained language models Gabriel Poesia Oleksandr Polozov Vu Le A. Tiwari Gustavo Soares Christopher Meek Sumit Gulwani 66 162 0 26 Jan 2022
Learning To Retrieve Prompts for In-Context Learning Ohad Rubin Jonathan Herzig Jonathan Berant VPVLM RALM 86 709 0 16 Dec 2021
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 350 4,596 0 27 Oct 2021
Think about it! Improving defeasible reasoning by first modeling the question scenario Cencheng Shen Niket Tandon Ha Trinh Peter Clark Yiming Yang Eduard H. Hovy LRM ReLM 93 31 0 24 Oct 2021
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation Yue Wang Weishi Wang Shafiq Joty Guosheng Lin 296 1,592 0 02 Sep 2021
Program Synthesis with Large Language Models Jacob Austin Augustus Odena Maxwell Nye Maarten Bosma Henryk Michalewski ... Ellen Jiang Carrie J. Cai Michael Terry Quoc V. Le Charles Sutton ELM AIMat ReCod ALM 216 2,009 0 16 Aug 2021
Evaluating Large Language Models Trained on Code Mark Chen Jerry Tworek Heewoo Jun Qiming Yuan Henrique Pondé ... Bob McGrew Dario Amodei Sam McCandlish Ilya Sutskever Wojciech Zaremba ELM ALM 236 5,665 0 07 Jul 2021
Could you give me a hint? Generating inference graphs for defeasible reasoning Aman Madaan Dheeraj Rajagopal Niket Tandon Yiming Yang Eduard H. Hovy 57 16 0 12 May 2021
ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense Reasoning Swarnadeep Saha Prateek Yadav Lisa Bauer Joey Tianyi Zhou LRM 73 58 0 15 Apr 2021
CURIE: An Iterative Querying Approach for Reasoning About Situations Dheeraj Rajagopal Aman Madaan Niket Tandon Yiming Yang Shrimai Prabhumoye Abhilasha Ravichander Peter Clark Eduard H. Hovy ReLM LRM 48 6 0 01 Apr 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 390 1,390 0 17 Jan 2021
Neural Language Modeling for Contextualized Temporal Graph Generation Aman Madaan Yiming Yang 85 20 0 20 Oct 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 889 42,463 0 28 May 2020
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 488 20,342 0 23 Oct 2019
WIQA: A dataset for "What if..." reasoning over procedural text Niket Tandon Bhavana Dalvi Keisuke Sakaguchi Antoine Bosselut Peter Clark 66 102 0 10 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,316 0 27 Aug 2019
SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems Alex Jinpeng Wang Yada Pruksachatkun Nikita Nangia Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 276 2,326 0 02 May 2019
BERTScore: Evaluating Text Generation with BERT Tianyi Zhang Varsha Kishore Felix Wu Kilian Q. Weinberger Yoav Artzi 357 5,872 0 21 Apr 2019
VirtualHome: Simulating Household Activities via Programs Xavier Puig K. Ra Marko Boben Jiaman Li Tingwu Wang Sanja Fidler Antonio Torralba LM&Ro 100 500 0 19 Jun 2018
Tracking State Changes in Procedural Text: A Challenge Dataset and Models for Process Paragraph Comprehension Bhavana Dalvi Lifu Huang Niket Tandon Wen-tau Yih Peter Clark AI4TS 61 135 0 17 May 2018