Robust recommender system: a survey and future directions

K Zhang, Q Cao, F Sun, Y Wu, S Tao, H Shen… - arxiv preprint arxiv …, 2023 - arxiv.org
With the rapid growth of information, recommender systems have become integral for
providing personalized suggestions and overcoming information overload. However, their …

Impact of guidance and interaction strategies for LLM use on Learner Performance and perception

H Kumar, I Musabirov, M Reza, J Shi, X Wang… - arxiv preprint arxiv …, 2023 - arxiv.org
Personalized chatbot-based teaching assistants can be crucial in addressing increasing
classroom sizes, especially where direct teacher presence is limited. Large language …

Language models are free boosters for biomedical imaging tasks

Z Lai, J Wu, S Chen, Y Zhou, A Hovakimyan… - arxiv preprint arxiv …, 2024 - arxiv.org
In this study, we uncover the unexpected efficacy of residual-based large language models
(LLMs) as part of encoders for biomedical imaging tasks, a domain traditionally devoid of …

Engineering conversational search systems: A review of applications, architectures, and functional components

P Schneider, W Poelman, M Rovatsos… - arxiv preprint arxiv …, 2024 - arxiv.org
Conversational search systems enable information retrieval via natural language
interactions, with the goal of maximizing users' information gain over multiple dialogue turns …

The first workshop on personalized generative ai@ cikm 2023: Personalization meets large language models

Z Chen, Z Jiang, F Yang, Z He, Y Hou, E Cho… - Proceedings of the …, 2023 - dl.acm.org
The First Workshop on Personalized Generative AI1 aims to be a cornerstone event
fostering innovation and collaboration in the dynamic field of personalized AI. Leveraging …

A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications

W Shang, X Huang - arxiv preprint arxiv:2404.14809, 2024 - arxiv.org
A graph is a fundamental data model to represent various entities and their complex
relationships in society and nature, such as social networks, transportation networks …

Conversational Exploratory Search of Scholarly Publications Using Knowledge Graphs

P Schneider, F Matthes - arxiv preprint arxiv:2410.00427, 2024 - arxiv.org
Traditional search methods primarily depend on string matches, while semantic search
targets concept-based matches by recognizing underlying intents and contextual meanings …

Towards Scalability and Extensibility of Query Reformulation Modeling in E-commerce Search

Z Zhang, Y Huang, Q Deng, J **ao, V Mittal… - arxiv preprint arxiv …, 2024 - arxiv.org
Customer behavioral data significantly impacts e-commerce search systems. However, in
the case of less common queries, the associated behavioral data tends to be sparse and …