From llm reasoning to autonomous ai agents: A comprehensive review
Large language models and autonomous AI agents have evolved rapidly, resulting in a
diverse array of evaluation benchmarks, frameworks, and collaboration protocols. Driven by …
diverse array of evaluation benchmarks, frameworks, and collaboration protocols. Driven by …
[HTML][HTML] Fine-tuning large language models for specialized use cases
DM Anisuzzaman, JG Malins, PA Friedman… - Mayo Clinic Proceedings …, 2025 - Elsevier
Large language models (LLMs) are a type of artificial intelligence, which operate by
predicting and assembling sequences of words that are statistically likely to follow from a …
predicting and assembling sequences of words that are statistically likely to follow from a …
Medical hallucination in foundation models and their impact on healthcare
Hallucinations in foundation models arise from autoregressive training objectives that
prioritize token-likelihood optimization over epistemic accuracy, fostering overconfidence …
prioritize token-likelihood optimization over epistemic accuracy, fostering overconfidence …
[HTML][HTML] A survey of large language models for healthcare: from data, technology, and applications to accountability and ethics
The utilization of large language models (LLMs) for Healthcare has generated both
excitement and concern due to their ability to effectively respond to free-text queries with …
excitement and concern due to their ability to effectively respond to free-text queries with …
A survey on trustworthy llm agents: Threats and countermeasures
With the rapid evolution of Large Language Models (LLMs), LLM-based agents and Multi-
agent Systems (MAS) have significantly expanded the capabilities of LLM ecosystems. This …
agent Systems (MAS) have significantly expanded the capabilities of LLM ecosystems. This …
A survey of llm-based agents in medicine: How far are we from baymax?
Abstract Large Language Models (LLMs) are transforming healthcare through LLM-based
agents that can understand and assist with medical tasks. This survey examines the …
agents that can understand and assist with medical tasks. This survey examines the …
The generative era of medical AI
Rapid advancements in artificial intelligence (AI), particularly large language models (LLMs)
and multimodal AI, are transforming medicine through enhancements in diagnostics, patient …
and multimodal AI, are transforming medicine through enhancements in diagnostics, patient …
A future role for health applications of large language models depends on regulators enforcing safety standards
Among the rapid integration of artificial intelligence in clinical settings, large language
models (LLMs), such as Generative Pre-trained Transformer-4, have emerged as …
models (LLMs), such as Generative Pre-trained Transformer-4, have emerged as …
A comprehensive survey in llm (-agent) full stack safety: Data, training and deployment
The remarkable success of Large Language Models (LLMs) has illuminated a promising
pathway toward achieving Artificial General Intelligence for both academic and industrial …
pathway toward achieving Artificial General Intelligence for both academic and industrial …
Developing and evaluating large language model–generated emergency medicine handoff notes
Importance An emergency medicine (EM) handoff note generated by a large language
model (LLM) has the potential to reduce physician documentation burden without …
model (LLM) has the potential to reduce physician documentation burden without …