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Travel behavior prediction is a core problem in transportation demand management and is traditionally addressed using numerical models calibrated on observed data. With recent advances in large language models (LLMs), new opportunities have…

机器学习 · 计算机科学 2026-03-12 Baichuan Mo , Hanyong Xu , Ruoyun Ma , Jung-Hoon Cho , Dingyi Zhuang , Xiaotong Guo , Jinhua Zhao

With the development of the modern social economy, tourism has become an important way to meet people's spiritual needs, bringing development opportunities to the tourism industry. However, existing large language models (LLMs) face…

计算与语言 · 计算机科学 2025-02-21 Jinhu Qi , Shuai Yan , Yibo Zhang , Wentao Zhang , Rong Jin , Yuwei Hu , Ke Wang

We propose Collab-REC, a multi-agent framework designed to counteract popularity bias and enhance diversity in tourism recommendations. In our setting, three LLM-based agents: Personalization, Popularity, and Sustainability, generate city…

人工智能 · 计算机科学 2026-03-03 Ashmi Banerjee , Adithi Satish , Fitri Nur Aisyah , Wolfgang Wörndl , Yashar Deldjoo

In the tourism domain, Large Language Models (LLMs) often struggle to mine implicit user intentions from tourists' ambiguous inquiries and lack the capacity to proactively guide users toward clarifying their needs. A critical bottleneck is…

计算与语言 · 计算机科学 2025-05-20 Jinqiang Wang , Huansheng Ning , Tao Zhu , Jianguo Ding

Social media has become an important platform for people to express their opinions towards transportation services and infrastructure, which holds the potential for researchers to gain a deeper understanding of individuals' travel choices,…

机器学习 · 计算机科学 2024-11-06 Kangrui Ruan , Xinyang Wang , Xuan Di

Recent advancements in probing Large Language Models (LLMs) have explored their latent potential as personalized travel planning agents, yet existing benchmarks remain limited in real world applicability. Existing datasets, such as…

计算与语言 · 计算机科学 2025-03-03 Soumyabrata Chaudhuri , Pranav Purkar , Ritwik Raghav , Shubhojit Mallick , Manish Gupta , Abhik Jana , Shreya Ghosh

Travel planning is a complex task that involves generating a sequence of actions related to visiting places subject to constraints and maximizing some user satisfaction criteria. Traditional approaches rely on problem formulation in a given…

人工智能 · 计算机科学 2024-06-17 Tomas de la Rosa , Sriram Gopalakrishnan , Alberto Pozanco , Zhen Zeng , Daniel Borrajo

Social media user-generated content (UGC) provides real-time, self-reported indicators of mental health conditions such as depression, offering a valuable source for predictive analytics. While prior studies integrate medical knowledge to…

机器学习 · 计算机科学 2025-10-29 Shuang Geng , Wenli Zhang , Jiaheng Xie , Rui Wang , Sudha Ram

With the surge of domestic tourism in India and the influence of social media on young tourists, this paper aims to address the research question on how "social return" - responses received on social media sharing - of recent trip details…

社会与信息网络 · 计算机科学 2025-10-29 Sayantan Mukherjee , Pritam Ranjan , Joysankar Bhattacharya

Tourism Recommender Systems (TRS) are crucial in personalizing travel experiences by tailoring recommendations to users' preferences, constraints, and contextual factors. However, publicly available travel datasets often lack sufficient…

信息检索 · 计算机科学 2025-04-15 Ashmi Banerjee , Adithi Satish , Fitri Nur Aisyah , Wolfgang Wörndl , Yashar Deldjoo

This paper presents a comprehensive framework for testing and evaluating quality characteristics of Large Language Model (LLM) systems enhanced with Retrieval-Augmented Generation (RAG) in tourism applications. Through systematic empirical…

软件工程 · 计算机科学 2025-02-11 Bestoun S. Ahmed , Ludwig Otto Baader , Firas Bayram , Siri Jagstedt , Peter Magnusson

In the rapidly evolving landscape of Natural Language Processing (NLP), Large Language Models (LLMs) have emerged as powerful tools for many tasks, such as extracting valuable insights from vast amounts of textual data. In this study, we…

计算与语言 · 计算机科学 2025-04-10 Simone Barandoni , Filippo Chiarello , Lorenzo Cascone , Emiliano Marrale , Salvatore Puccio

Networked environments shape how information embedded in narratives influences individual and group beliefs and behavior. This raises key questions about how group communication around narrative media impacts belief formation and how such…

社会与信息网络 · 计算机科学 2025-11-03 Abha Jha , J. Hunter Priniski , Carolyn Steinle , Fred Morstatter

We present PricingLogic, the first benchmark that probes whether Large Language Models(LLMs) can reliably automate tourism-related prices when multiple, overlapping fare rules apply. Travel agencies are eager to offload this error-prone…

人工智能 · 计算机科学 2025-10-15 Yunuo Liu , Dawei Zhu , Zena Al-Khalili , Dai Cheng , Yanjun Chen , Dietrich Klakow , Wei Zhang , Xiaoyu Shen

The pervasiveness of Social Media and user-generated content has triggered an exponential increase in global data volumes. However, due to collection and extraction challenges, data in many feeds, embedded comments, reviews and testimonials…

社会与信息网络 · 计算机科学 2019-09-04 James Meneghello , Nik Thompson , Kevin Lee , Kok Wai Wong , Bilal Abu-Salih

With the increase of digital data and social network platforms the impact of social media science in driving company decision related to product/service features and customer care operations is becoming more crucial. In particular, platform…

社会与信息网络 · 计算机科学 2022-07-05 Davide Stirparo , Beatrice Penna , Mohammad Kazemi , Ariona Shashaj

Recently, large language models (LLMs) have demonstrated their effectiveness in various natural language processing (NLP) tasks. However, the lack of tourism knowledge limits the performance of LLMs in tourist attraction presentations and…

计算与语言 · 计算机科学 2025-09-10 Qikai Wei , Mingzhi Yang , Jinqiang Wang , Wenwei Mao , Jiabo Xu , Huansheng Ning

Effective modeling of how human travelers learn and adjust their travel behavior from interacting with transportation systems is critical for system assessment and planning. However, this task is also difficult due to the complex cognition…

人工智能 · 计算机科学 2025-11-04 Tianming Liu , Jirong Yang , Yafeng Yin , Manzi Li , Linghao Wang , Zheng Zhu

Recent efforts like TripCraft and TravelPlanner have advanced the use of Large Language Models ( LLMs) for personalized, constraint aware travel itinerary generation. Yet, real travel often faces disruptions. To address this, we present…

计算与语言 · 计算机科学 2025-10-27 Priyanshu Karmakar , Soumyabrata Chaudhuri , Shubhojit Mallick , Manish Gupta , Abhik Jana , Shreya Ghosh

Forecasting tourism demand has important implications for both policy makers and companies operating in the tourism industry. In this research, we applied methods and tools of social network and semantic analysis to study user-generated…

计量经济学 · 经济学 2021-05-18 A Fronzetti Colladon , B Guardabascio , R Innarella
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