Parameter-efficient fine-tuning for large models: A comprehensive survey

Z Han, C Gao, J Liu, J Zhang, SQ Zhang - ar** review
X Meng, X Yan, K Zhang, D Liu, X Cui, Y Yang… - Iscience, 2024 - cell.com
This study systematically reviewed the application of large language models (LLMs) in
medicine, analyzing 550 selected studies from a vast literature search. LLMs like ChatGPT …

Knowledge conflicts for llms: A survey

R Xu, Z Qi, Z Guo, C Wang, H Wang, Y Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
This survey provides an in-depth analysis of knowledge conflicts for large language models
(LLMs), highlighting the complex challenges they encounter when blending contextual and …

Gaia: a benchmark for general ai assistants

G Mialon, C Fourrier, C Swift, T Wolf, Y LeCun… - arxiv preprint arxiv …, 2023 - arxiv.org
We introduce GAIA, a benchmark for General AI Assistants that, if solved, would represent a
milestone in AI research. GAIA proposes real-world questions that require a set of …

Large language models: a comprehensive survey of its applications, challenges, limitations, and future prospects

MU Hadi, R Qureshi, A Shah, M Irfan, A Zafar… - Authorea …, 2023 - techrxiv.org
Within the vast expanse of computerized language processing, a revolutionary entity known
as Large Language Models (LLMs) has emerged, wielding immense power in its capacity to …

Graph chain-of-thought: Augmenting large language models by reasoning on graphs

B **, C **e, J Zhang, KK Roy, Y Zhang, Z Li… - arxiv preprint arxiv …, 2024 - arxiv.org
Large language models (LLMs), while exhibiting exceptional performance, suffer from
hallucinations, especially on knowledge-intensive tasks. Existing works propose to augment …

Travelplanner: A benchmark for real-world planning with language agents

J **e, K Zhang, J Chen, T Zhu, R Lou, Y Tian… - arxiv preprint arxiv …, 2024 - arxiv.org
Planning has been part of the core pursuit for artificial intelligence since its conception, but
earlier AI agents mostly focused on constrained settings because many of the cognitive …