[PDF][PDF] Retrieval-augmented generation for large language models: A survey

Y Gao, Y ** of specialized metabolite terms onto a plant phylogeny using text mining and large language models
L Busta, D Hall, B Johnson, M Schaut… - The Plant …, 2024 - Wiley Online Library
Plants produce a staggering array of chemicals that are the basis for organismal function
and important human nutrients and medicines. However, it is poorly defined how these …

Uda: A benchmark suite for retrieval augmented generation in real-world document analysis

Y Hui, Y Lu, H Zhang - arxiv preprint arxiv:2406.15187, 2024 - arxiv.org
The use of Retrieval-Augmented Generation (RAG) has improved Large Language Models
(LLMs) in collaborating with external data, yet significant challenges exist in real-world …

Building A Coding Assistant via the Retrieval-Augmented Language Model

X Li, H Wang, Z Liu, S Yu, S Wang, Y Yan… - ACM Transactions on …, 2025 - dl.acm.org
Pretrained language models have shown strong effectiveness in code-related tasks, such as
code retrieval, code generation, code summarization, and code completion tasks. In this …

Tool Calling: Enhancing Medication Consultation via Retrieval-Augmented Large Language Models

Z Huang, K Xue, Y Fan, L Mu, R Liu, T Ruan… - arxiv preprint arxiv …, 2024 - arxiv.org
Large-scale language models (LLMs) have achieved remarkable success across various
language tasks but suffer from hallucinations and temporal misalignment. To mitigate these …

Embodied AI-guided interactive digital teachers for education

Z Zhao, Z Yin, J Sun, P Hui - SIGGRAPH Asia 2024 Educator's Forum, 2024 - dl.acm.org
Traditional education is considered incapable of providing prompt feedback, facilitating
proactive learning, and giving indiscriminate responses. This has been observed in both in …