LLM Survey Summary

A collection of survey papers and resources related to Large Language Models (LLMs).

LLM Survey Summary

Collection of LLMs Survey

Category	Title	Venue	Release Date	Links
Category	Title	Venue	Release Date	Links	Comprehensive	A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT	arXiv	07 Mar 2023	Paper
Language Model Behavior: A Comprehensive Survey	arXiv	20 Mar 2023	Paper
A Survey of Large Language Models	arXiv	31 Mar 2023	Paper
A Bibliometric Review of Large Language Models Research from 2017 to 2023	arXiv	03 Apr 2023	Paper
One Small Step for Generative AI, One Giant Leap for AGI: A Complete Survey on ChatGPT in AIGC Era	arXiv	04 Apr 2023	Paper
Summary of ChatGPT-Related Research and Perspective Towards the Future of Large Language Models	arXiv	04 Apr 2023	Paper
ChatGPT: A Comprehensive Review on Background, Applications, Key Challenges, Bias, Ethics, Limitations and Future Scope	ScienceDirect	14 Apr 2023	Paper
Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond	arXiv	26 Apr 2023	Paper
Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey	arXiv	30 May 2023	Paper
Several categories of Large Language Models (LLMs): A Short Survey	arXiv	05 Jul 2023	Paper
ChatGPT in the Age of Generative AI and Large Language Models: A Concise Survey	arXiv	09 Jul 2023	Paper
Large Language Models: A Comprehensive Survey of its Applications, Challenges, Limitations, and Future Prospects	TechRxiv	10 Jul 2023	Paper
A Comprehensive Overview of Large Language Models	arXiv	12 Jul 2023	Paper
Challenges and Applications of Large Language Models	arXiv	19 Jul 2023	Paper
A Survey of GPT-3 Family Large Language Models Including ChatGPT and GPT-4	arXiv	04 Oct 2023	Paper
Advancing Transformer Architecture in Long-Context Large Language Models: A Comprehensive Survey	arXiv	21 Nov 2023	Paper
ChatGPT's One-year Anniversary: Are Open-Source Large Language Models Catching up?	arXiv	28 Nov 2023	Paper
Trustworthy	The Science of Detecting LLM-Generated Texts	arXiv	04 Feb 2023	Paper
	Survey of Hallucination in Natural Language Generation	ACM	03 Mar 2023	Paper
	Practical and Ethical Challenges of Large Language Models in Education: A Systematic Scoping Review	arXiv	17 Mar 2023	Paper
	ChatGPT Needs SPADE (Sustainability, PrivAcy, Digital divide, and Ethics) Evaluation: A Review	arXiv	13 Apr 2023	Paper
	A Survey of Safety and Trustworthiness of Large Language Models through the Lens of Verification and Validation	arXiv	19 May 2023	Paper
	Tricking LLMs into Disobedience: Understanding, Analyzing, and Preventing Jailbreaks	arXiv	24 May 2023	Paper
	A Critical Review of Large Language Models: Sensitivity, Bias, and the Path Toward Specialized AI	arXiv	28 Jul 2023	Paper
	A Survey on Fairness in Large Language Models	arXiv	20 Aug 2023	Paper
	Bias and Fairness in Large Language Models: A Survey	arXiv	02 Sep 2023	Paper
	Explainability for Large Language Models: A Survey	arXiv	02 Sep 2023	Paper
	Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models	arXiv	03 Sep 2023	Paper
	A Survey of Hallucination in Large Foundation Models	arXiv	12 Sep 2023	Paper
	Cognitive Mirage: A Review of Hallucinations in Large Language Models	arXiv	13 Sep 2023	Paper
	People's Perceptions Toward Bias and Related Concepts in Large Language Models: A Systematic Review	arXiv	25 Sep 2023	Paper
	Ethical Challenges of Large Language Models-A Systematic Literature Review	helda.helsinki.fi	26 Sep 2023	Paper
	Survey of Vulnerabilities in Large Language Models Revealed by Adversarial Attacks	arXiv	16 Oct 2023	Paper
	Large Language Models as Subpopulation Representative Models: A Review	arXiv	27 Oct 2023	Paper
	A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions	arXiv	09 Nov 2023	Paper
Prompting	Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing	arXiv	28 Jul 2021	Paper
	A Survey on In-context Learning	arXiv	31 Dec 2022	Paper
	Augmented Language Models: A Survey	arXiv	15 Feb 2023	Paper
	Towards Reasoning in Large Language Models: A Survey	ACL Anthology	01 Jul 2023	Paper
	A Systematic Survey of Prompt Engineering on Vision-Language Foundation Models	arXiv	24 Jul 2023	Paper
	Towards Better Chain-of-Thought Prompting Strategies: A Survey	arXiv	08 Oct 2023	Paper
	How Do Large Language Models Capture the Ever-changing World Knowledge? A Review of Recent Advances	arXiv	11 Oct 2023	Paper
	Unleashing The Potential of Prompt Engineering in Large Language Models: A Comprehensive Review	arXiv	23 Oct 2023	Paper
	Knowledge Editing for Large Language Models: A Survey	arXiv	24 Oct 2023	Paper
	Trends in Integration of Knowledge and Large Language Models: A Survey and Taxonomy of Methods, Benchmarks, and Applications	arXiv	10 Nov 2023	Paper
	Igniting Language Intelligence: The Hitchhiker’s Guide From Chain-of-Thought Reasoning to Language Agents	arXiv	20 Nov 2023	Paper
	Prompting Frameworks for Large Language Models: A Survey	arXiv	21 Nov 2023	Paper
Bioinformatics	The Shaky Foundations of Clinical Foundation Models: A Survey of Large Language Models and Foundation Models for EMRs	arXiv	22 Mar 2023	Paper
	A Survey for Biomedical Text Summarization: From Pre-trained to Large Language Models	arXiv	18 Apr 2023	Paper
	ChatGPT-Like Large-Scale Foundation Models for Prognostics and Health Management: A Survey and Roadmaps	arXiv	10 May 2023	Paper
	Large Language Models in Medicine	Nature	17 Jul 2023	Paper
	ChatGPT for Shaping The Future of Dentistry: The Potential of Multi-modal Large Language Model	Nature	28 Jul 2023	Paper
	Large Language Models (LLMs) and Empathy – A Systematic Review	medRxiv	07 Aug 2023	Paper
	A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics	arXiv	09 Oct 2023	Paper
	The Future Landscape of Large Language Models in Medicine	Nature	10 Oct 2023	Paper
	Large Language Models Illuminate a Progressive Pathway to Artificial Healthcare Assistant: A Review	arXiv	03 Nov 2023	Paper
	A Survey of Large Language Models in Medicine: Progress, Application, and Challenge	arXiv	09 Nov 2023	Paper
Multi-modal Pre-training	A Comprehensive Survey on Pretrained Foundation Models: A History from BERT to ChatGPT	arXiv	18 Feb 2023	Paper
	The Contribution of Knowledge in Visiolinguistic Learning: A Survey on Tasks and Challenges	arXiv	04 Mar 2023	Paper
	A Survey on Multimodal Large Language Models	arXiv	23 Jun 2023	Paper
	Examining User-Friendly and Open-Sourced Large GPT Models: A Survey on Language, Multimodal, and Scientific GPT Models	arXiv	27 Aug 2023	Paper
	Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Survey	arXiv	01 Nov 2023	Paper
	How to Bridge the Gap between Modalities: A Comprehensive Survey on Multimodal Large Language Model	arXiv	10 Nov 2023	Paper
	Multimodal Large Language Models: A Survey	arXiv	22 Nov 2023	Paper
	Large Language Models Meet Computer Vision: A Brief Survey	arXiv	28 Nov 2023	Paper
RecSys IR	A Survey on Large Language Models for Recommendation	arXiv	31 May 2023	Paper
	How Can Recommender Systems Benefit from Large Language Models: A Survey	arXiv	09 Jun 2023	Paper
	Recommender Systems in the Era of Large Language Models (LLMs)	arXiv	05 Jul 2023	Paper
	When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities	arXiv	31 Jul 2023	Paper
	Large Language Models for Information Retrieval: A Survey	arXiv	14 Aug 2023	Paper
	Large Language Models for Generative Recommendation: A Survey and Visionary Discussions	arXiv	03 Sep 2023	Paper
	Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity	arXiv	11 Oct 2023	Paper
	A Survey on Large Language Models for Personalized and Explainable Recommendations	arXiv	21 Nov 2023	Paper
Adaptation Tuning	Bridging the Gap: A Survey on Integrating (Human) Feedback for Natural Language Generation	arXiv	01 May 2023	Paper
	Efficient Methods for Natural Language Processing: A Survey	ACL Anthology	12 Jul 2023	Paper
	Aligning Large Language Models with Human: A Survey	arXiv	24 Jul 2023	Paper
	Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies	arXiv	06 Aug 2023	Paper
	Trustworthy LLMs: A Survey and Guideline for Evaluating Large Language Models' Alignment	arXiv	10 Aug 2023	Paper
	Instruction Tuning for Large Language Models: A Survey	arXiv	21 Aug 2023	Paper
	Large Language Model Alignment: A Survey	arXiv	26 Sep 2023	Paper
Robotics	A Survey on Large Language Model based Autonomous Agents	arXiv	22 Aug 2023	Paper
	The Rise and Potential of Large Language Model Based Agents: A Survey	arXiv	14 Sep 2023	Paper
	An In-depth Survey of Large Language Model-based Artificial Intelligence Agents	arXiv	23 Sep 2023	Paper
	Large language models for human–robot interaction: A review	ScienceDirect	28 Oct 2023	Paper
	A Survey of Large Language Models for Autonomous Driving	arXiv	02 Nov 2023	Paper
	Large Language Models for Robotics: A Survey	arXiv	13 Nov 2023	Paper
	A Survey on Multimodal Large Language Models for Autonomous Driving	arXiv	21 Nov 2023	Paper
Graphs	Graph Learning and Its Advancements on Large Language Models: A Holistic Survey	arXiv	17 Dec 2022	Paper
	A Survey of Graph Prompting Methods: Techniques, Applications, and Challenges	arXiv	13 Mar 2023	Paper
	Unifying Large Language Models and Knowledge Graphs: A Roadmap	arXiv	14 Jun 2023	Paper
	ChatGPT is not Enough: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling	arXiv	20 Jun 2023	Paper
	Large Language Models and Knowledge Graphs: Opportunities and Challenges	arXiv	11 Aug 2023	Paper
	A Survey of Graph Meets Large Language Model: Progress and Future Directions	arXiv	21 Nov 2023	Paper
	Graph Prompt Learning: A Comprehensive Survey and Beyond	arXiv	28 Nov 2023	Paper
Software Engineering	Large Language Models Meet NL2Code: A Survey	arXiv	01 Jul 2023	Paper
	Software Testing with Large Language Model: Survey, Landscape, and Vision	arXiv	14 Jul 2023	Paper
	Towards Understanding the Capability of Large Language Models on Code Clone Detection: A Survey	arXiv	02 Aug 2023	Paper
	Large Language Models for Software Engineering: A Systematic Literature Review	arXiv	21 Aug 2023	Paper
	Large Language Models for Software Engineering: Survey and Open Problems	arXiv	05 Oct 2023	Paper
	A Survey of Large Language Models for Code: Evolution, Benchmarking, and Future Trends	arXiv	17 Nov 2023	Paper
Evaluation	A Survey on Evaluation of Large Language Models	arXiv	06 Jul 2023	Paper
	Through the Lens of Core Competency: Survey on Evaluation of Large Language Models	arXiv	15 Aug 2023	Paper
	Evaluating Large Language Models: A Comprehensive Survey	arXiv	30 Oct 2023	Paper
Education	ChatGPT for good? On opportunities and challenges of large language models for education	ScienceDirect	09 Mar 2023	Paper
Law	A Short Survey of Viewing Large Language Models in Legal Aspect	arXiv	16 Mar 2023	Paper
Finance	Large Language Models in Finance: A Survey	arXiv	28 Sep 2023	Paper
Others	The Life Cycle of Knowledge in Big Language Models: A Survey	arXiv	14 Mar 2023	Paper
	Topics, Authors, and Networks in Large Language Model Research: Trends from a Survey of 17K arXiv Papers	arXiv	20 Jul 2023	Paper
	A Survey on Model Compression for Large Language Models	arXiv	15 Aug 2023	Paper
	Document Automation Architectures: Updated Survey in Light of Large Language Models	arXiv	18 Aug 2023	Paper
	When Large Language Models Meet Citation: A Survey	arXiv	18 Sep 2023	Paper
	A Survey of Large Language Models Attribution	arXiv	07 Nov 2023	Paper

Acknowledgments

Update Log

2023-10-04: Released the first draft of the survey summary for LLMs.
2023-10-07: Added three survey papers about LLMs for graphs.
2023-10-10: Included one survey paper about LLMs for healthcare.
2023-10-19: Appended two survey papers about LLMs for software engineering.
2023-10-29: Added one comprehensive survey and four surveys for trustworthiness.
2023-11-05: Incorporated one survey for factuality issues in knowledge and retrieval.
2023-11-11: Collected nine survey papers across seven categories.
2023-11-18: Updated the category and supplemented nineteen survey papers.
2023-11-23: Included ten survey papers across eight categories.
2023-11-30: Created a new category: education; updated nineteen survey papers across eight categories.
2023-12-03: Replenished five survey papers across three categories.

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llmsurveysummary's Introduction

LLM Survey Summary

Table of Contents

Collection of LLMs Survey

Acknowledgments

Update Log

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