2024 · 10 citations · 21 references
ComputingComputer ScienceArtificial IntelligenceMachine LearningNatural Language ProcessingLanguage ModelingLanguage ModelsNatural Language GenerationText GenerationDeploymentLarge Language ModelsLarge-scale Natural Language ProcessingNeural Language ModelsTechnical DebtTechnical Debt AssessmentTechnical Debt ManagementTechnical Debt Reduction
Large Language Models (LLMs) have become an essential tool in advancing artificial intelligence and machine learning, enabling outstanding capabilities in natural language processing, and understanding. However, the efficient deployment of LLMs in production environments reveals a complex landscape of challenges and technical debt.
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LoRA: Low-Rank Adaptation of Large Language Models
J. Edward Hu, Yelong Shen, Phillip Wallis et al. · arXiv (Cornell University) · 2021 · 2.5K citations · Full text
On the Opportunities and Risks of Foundation Models
Rishi Bommasani, Drew A. Hudson, Ehsan Adeli et al. · arXiv (Cornell University) · 2021 · 2.2K citations · Full text
Evaluating Large Language Models Trained on Code
arXiv (Cornell University) · 2021 · 1.4K citations · Full text
A survey on large language model based autonomous agents
Lei Wang, Chen Ma, Xueyang Feng et al. · Frontiers of Computer Science · 2024 · 1.2K citations · Full text