Multi-modal and multi-agent systems meet rationality: A survey

B Jiang, Y Xie, X Wang, WJ Su, CJ Taylor… - ICML 2024 Workshop …, 2024 - openreview.net
Rationality is characterized by logical thinking and decision-making that align with evidence
and logical rules. This quality is essential for effective problem-solving, as it ensures that …

Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization

RC Barron, V Grantcharov, S Wanna, ME Eren… - arXiv preprint arXiv …, 2024 - arxiv.org
Large Language Models (LLMs) are pre-trained on large-scale corpora and excel in
numerous general natural language processing (NLP) tasks, such as question answering …

Automated Construction of Theme-specific Knowledge Graphs

L Ding, S Zhou, J Xiao, J Han - arXiv preprint arXiv:2404.19146, 2024 - arxiv.org
Despite widespread applications of knowledge graphs (KGs) in various tasks such as
question answering and intelligent conversational systems, existing KGs face two major …