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From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

5 August 2024

Papers citing "From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future"

28 / 128 papers shown

Title
CodeGeeX: A Pre-Trained Model for Code Generation with Multilingual Benchmarking on HumanEval-X Qinkai Zheng Xiao Xia Xu Zou Yuxiao Dong Shanshan Wang ... Andi Wang Yang Li Teng Su Zhilin Yang Jie Tang ELM ALM SyDa 123 341 0 30 Mar 2023
On the Creativity of Large Language Models Giorgio Franceschelli Mirco Musolesi 174 57 0 27 Mar 2023
Reflexion: Language Agents with Verbal Reinforcement Learning Noah Shinn Federico Cassano Beck Labash A. Gopinath Karthik Narasimhan Shunyu Yao LLMAG KELM 135 1,314 0 20 Mar 2023
ChatGPT Prompt Patterns for Improving Code Quality, Refactoring, Requirements Elicitation, and Software Design Jules White Sam Hays Quchen Fu Jesse Spencer-Smith Douglas C. Schmidt LLMAG 73 169 0 11 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,437 0 27 Feb 2023
A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT Jules White Quchen Fu Sam Hays Michael Sandborn Carlos Olea Henry Gilbert Ashraf Elnashar Jesse Spencer-Smith Douglas C. Schmidt LLMAG 144 1,116 0 21 Feb 2023
Toolformer: Language Models Can Teach Themselves to Use Tools Timo Schick Jane Dwivedi-Yu Roberto Dessì Roberta Raileanu Maria Lomeli Luke Zettlemoyer Nicola Cancedda Thomas Scialom SyDa RALM 164 1,766 0 09 Feb 2023
ChatGPT and Software Testing Education: Promises & Perils Sajed Jalil Suzzana Rafi Thomas D. Latoza Kevin Moran Wing Lam ELM 78 177 0 07 Feb 2023
Batch Prompting: Efficient Inference with Large Language Model APIs Zhoujun Cheng Jungo Kasai Tao Yu LRM 57 77 0 19 Jan 2023
Large Language Models Can Self-Improve Jiaxin Huang S. Gu Le Hou Yuexin Wu Xuezhi Wang Hongkun Yu Jiawei Han ReLM AI4MH LRM 199 612 0 20 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 436 2,955 0 06 Oct 2022
Repair Is Nearly Generation: Multilingual Program Repair with LLMs Harshit Joshi J. Cambronero Sumit Gulwani Vu Le Ivan Radicek Gust Verbruggen LRM 56 134 0 24 Aug 2022
OPT: Open Pre-trained Transformer Language Models Susan Zhang Stephen Roller Naman Goyal Mikel Artetxe Moya Chen ... Daniel Simig Punit Singh Koura Anjali Sridhar Tianlu Wang Luke Zettlemoyer VLM OSLM AI4CE 362 3,695 0 02 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 76 652 0 12 Apr 2022
Transformer-Based Language Models for Software Vulnerability Detection Chandra Thapa Seung Ick Jang Muhammad Ejaz Ahmed S. Çamtepe J. Pieprzyk Surya Nepal 79 97 0 07 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
CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis Erik Nijkamp Bo Pang Hiroaki Hayashi Lifu Tu Haiquan Wang Yingbo Zhou Silvio Savarese Caiming Xiong ELM 150 1,037 0 25 Mar 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 228 2,423 0 08 Feb 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 843 9,644 0 28 Jan 2022
Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied Agents Wenlong Huang Pieter Abbeel Deepak Pathak Igor Mordatch LM&Ro 99 1,122 0 18 Jan 2022
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation Yue Wang Weishi Wang Shafiq Joty Guosheng Lin 292 1,560 0 02 Sep 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 5,647 0 07 Jul 2021
Unit Test Case Generation with Transformers and Focal Context Michele Tufano Dawn Drain Alexey Svyatkovskiy Shao Kun Deng Neel Sundaresan ViT 49 188 0 11 Sep 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 877 42,379 0 28 May 2020
Experience Grounds Language Yonatan Bisk Ari Holtzman Jesse Thomason Jacob Andreas Yoshua Bengio ... Angeliki Lazaridou Jonathan May Aleksandr Nisnevich Nicolas Pinto Joseph P. Turian 98 358 0 21 Apr 2020
Requirements Engineering for Machine Learning: Perspectives from Data Scientists Andreas Vogelsang Markus Borg 56 163 0 13 Aug 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 786 132,363 0 12 Jun 2017