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Large Language Models (LLMs) have demonstrated their transformative potential across numerous disciplinary studies, reshaping the existing research methodologies and fostering interdisciplinary collaboration. However, a systematic…

计算与语言 · 计算机科学 2025-07-14 Lu Xiang , Yang Zhao , Yaping Zhang , Chengqing Zong

This paper investigates the potential of AI models, particularly large language models (LLMs), to support knowledge exploration and augment human creativity during ideation. We present "Latent Lab" an interactive tool for discovering…

人工智能 · 计算机科学 2023-11-23 Kevin Dunnell , Trudy Painter , Andrew Stoddard , Andy Lippman

Conversational search enables multi-turn interactions between users and systems to fulfill users' complex information needs. During this interaction, the system should understand the users' search intent within the conversational context…

信息检索 · 计算机科学 2025-06-13 Fengran Mo , Chuan Meng , Mohammad Aliannejadi , Jian-Yun Nie

The rapid advancement in capabilities of large language models (LLMs) raises a pivotal question: How can LLMs accelerate scientific discovery? This work tackles the crucial first stage of research, generating novel hypotheses. While recent…

人工智能 · 计算机科学 2025-05-27 Aniketh Garikaparthi , Manasi Patwardhan , Lovekesh Vig , Arman Cohan

Deep research systems powered by LLM agents have transformed complex information seeking by automating the iterative retrieval, filtering, and synthesis of insights from massive-scale web sources. However, existing systems predominantly…

信息检索 · 计算机科学 2026-03-16 Bo Pan , Lunke Pan , Yitao Zhou , Qi Jiang , Zhen Wen , Minfeng Zhu , Wei Chen

LLMs are popular among clinicians for decision-support because of simple text-based interaction. However, their impact on clinicians' performance is ambiguous. Not knowing how clinicians use this new technology and how they compare it to…

人机交互 · 计算机科学 2026-02-02 Behnam Rahdari , Sameer Shaikh , Jonathan H Chen , Tobias Gerstenberg , Shriti Raj

The global shortage and uneven distribution of medical expertise continue to hinder equitable access to accurate diagnostic care. While existing intelligent diagnostic system have shown promise, most struggle with dual-user interaction, and…

人机交互 · 计算机科学 2026-01-29 Zihan Zhou , Yinan Liu , Yuyang Xie , Bin Wang , Xiaochun Yang , Zezheng Feng

Cross-lingual information retrieval (CLIR) addresses the challenge of retrieving relevant documents written in languages different from that of the original query. Research in this area has typically framed the task as monolingual retrieval…

信息检索 · 计算机科学 2025-10-02 Roksana Goworek , Olivia Macmillan-Scott , Eda B. Özyiğit

The emergence of AI Scientists has demonstrated remarkable potential in automating scientific research. However, current approaches largely conceptualize scientific discovery as a solitary optimization or search process, overlooking that…

人工智能 · 计算机科学 2025-11-24 Qingbin Zeng , Bingbing Fan , Zhiyu Chen , Sijian Ren , Zhilun Zhou , Xuhua Zhang , Yuanyi Zhen , Fengli Xu , Yong Li , Tie-Yan Liu

Innovation is a key driving force of human civilization. As the body of knowledge has grown considerably, bridging knowledge across different disciplines, where significant innovation often emerges, has become increasingly challenging. The…

计算与语言 · 计算机科学 2026-05-07 Yuanhao Shen , Daniel Xavier de Sousa , Ricardo Marçal , Hongyu Guo , Xiaodan Zhu

Large language models (LLMs) have rapidly evolved from text generators into powerful problem solvers. Yet, many open tasks demand critical thinking, multi-source, and verifiable outputs, which are beyond single-shot prompting or standard…

Artificial Intelligence has proven to be a transformative tool for advancing scientific research across a wide range of disciplines. However, a significant gap still exists between AI and scientific communities, limiting the full potential…

人工智能 · 计算机科学 2025-02-19 Yutong Xie , Yijun Pan , Hua Xu , Qiaozhu Mei

The proliferation of scientific literature presents an increasingly significant challenge for researchers. While Large Language Models (LLMs) offer promise, existing tools often provide verbose summaries that risk replacing, rather than…

人工智能 · 计算机科学 2025-09-26 Paris Koloveas , Serafeim Chatzopoulos , Thanasis Vergoulis , Christos Tryfonopoulos

Despite the growing availability of tools designed to support scholarly knowledge extraction and organization, many researchers still rely on manual methods, sometimes due to unfamiliarity with existing technologies or limited access to…

Many people browse online communities to learn from others' experiences and opinions, e.g., for constructing travel plans. Conversational search powered by large language models (LLMs) could ease this information-seeking task, but it…

人机交互 · 计算机科学 2026-05-05 Shiwei Wu , Xinyue Chen , Yuheng Liu , Xingbo Wang , Qingyu Guo , Longfei Chen , Chuhan Shi , Zhenhui Peng

Teaching literature under interdisciplinary contexts (e.g., science, art) that connect reading materials has become popular in elementary schools. However, constructing such contexts is challenging as it requires teachers to explore…

人机交互 · 计算机科学 2025-02-25 Haoxiang Fan , Changshuang Zhou , Hao Yu , Xueyang Wu , Jiangyu Gu , Zhenhui Peng

Deep research agents powered by Large Language Models (LLMs) can perform multi-step reasoning, web exploration, and long-form report generation. However, most existing systems operate in an autonomous manner, assuming fully specified user…

计算与语言 · 计算机科学 2026-01-13 Yingchaojie Feng , Qiang Huang , Xiaoya Xie , Zhaorui Yang , Jun Yu , Wei Chen , Anthony K. H. Tung

Knowledge workers face increasing challenges in synthesizing information from multiple documents into structured conceptual understanding. This process is inherently iterative: users explore content, identify relationships between concepts,…

人机交互 · 计算机科学 2026-04-28 Xiang Li , Cara Li , Emily Kuang , Can Liu , Jian Zhao

There are inherent challenges to interdisciplinary research collaboration, such as bridging cognitive gaps and balancing transaction costs with collaborative benefits. This raises the question: Does interdisciplinary research necessarily…

社会与信息网络 · 计算机科学 2020-02-04 Shihui Feng , Alec Kirkley

In the social sciences, researchers search for information on the Web, but this is most often distributed on different websites, search portals, digital libraries, data archives, and databases. In this work, we present an integrated search…

数字图书馆 · 计算机科学 2019-09-25 Daniel Hienert , Dagmar Kern , Katarina Boland , Benjamin Zapilko , Peter Mutschke
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