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Data science is an integrated workflow of technical, analytical, communication, and ethical skills, but current AI benchmarks focus mostly on constituent parts. We test whether AI models can generate end-to-end data science projects. To do…

Other Statistics · Statistics 2026-02-17 Evelyn Hughes , Rohan Alexander

The sheer volume of scientific experimental results and complex technical statements, often presented in tabular formats, presents a formidable barrier to individuals acquiring preferred information. The realms of scientific reasoning and…

Computation and Language · Computer Science 2024-03-28 Zhixin Guo , Jianping Zhou , Jiexing Qi , Mingxuan Yan , Ziwei He , Guanjie Zheng , Zhouhan Lin , Xinbing Wang , Chenghu Zhou

The rapid growth of scientific literature makes it challenging for researchers to identify novel and impactful ideas, especially across disciplines. Modern artificial intelligence (AI) systems offer new approaches, potentially inspiring…

Artificial Intelligence · Computer Science 2025-01-09 Xuemei Gu , Mario Krenn

The rapid proliferation of Generative AI necessitates rigorous documentation standards for transparency and governance. However, manual creation of Model and Data Cards is not scalable, while automated approaches lack large-scale,…

Artificial Intelligence · Computer Science 2026-04-28 Haoxuan Zhang , Ruochi Li , Yang Zhang , Zhenni Liang , Junhua Ding , Ting Xiao , Haihua Chen

Scientific contributions rarely develop in isolation, but instead build upon prior discoveries. We formulate the task of automated technological roadmapping as extracting scientific contributions from scholarly articles and linking them to…

Computation and Language · Computer Science 2026-05-26 Peter A. Jansen

Scalable Vector Graphics (SVG) are an essential format for technical illustration and digital design, offering precise resolution independence and flexible semantic editability. In practice, however, original vector source files are…

Computer Vision and Pattern Recognition · Computer Science 2026-03-26 Qijia He , Xunmei Liu , Hammaad Memon , Ziang Li , Zixian Ma , Jaemin Cho , Jason Ren , Daniel S Weld , Ranjay Krishna

The rapid growth of scientific literature has made manual extraction of structured knowledge increasingly impractical. To address this challenge, we introduce SCILIRE, a system for creating datasets from scientific literature. SCILIRE has…

Computation and Language · Computer Science 2026-03-16 Necva Bölücü , Jessica Irons , Changhyun Lee , Brian Jin , Maciej Rybinski , Huichen Yang , Andreas Duenser , Stephen Wan

Automated scientific discovery with large language models is transforming the research lifecycle from ideation to experimentation, yet existing agents struggle to autonomously process raw data collected from scientific experiments. We…

Artificial Intelligence · Computer Science 2026-04-29 Ke Lin , Yilin Lu , Shreyas Bhat , Xuehang Guo , Junier Oliva , Qingyun Wang

Artificial intelligence (AI) has acquired notorious relevance in modern computing as it effectively solves complex tasks traditionally done by humans. AI provides methods to represent and infer knowledge, efficiently manipulate texts and…

Information Retrieval · Computer Science 2024-01-23 José de la Torre-López , Aurora Ramírez , José Raúl Romero

Scientific paper generation requires document-level planning and factual grounding, but current large language models, despite their strong local fluency, often fail in global structure, input coverage, and citation consistency. We present…

Computation and Language · Computer Science 2026-01-16 Yilin Bao , Ziyao He , Zayden Yang

Solving computer-aided synthesis planning is essential for enabling fully automated, robot-assisted synthesis workflows and improving the efficiency of drug discovery. A key challenge, however, is bridging the gap between computational…

The evolution of AI systems toward agentic operation and context-aware retrieval necessitates transforming unstructured text into structured formats like tables, knowledge graphs, and charts. While such conversions enable critical…

Computation and Language · Computer Science 2025-08-19 Zheye Deng , Chunkit Chan , Tianshi Zheng , Wei Fan , Weiqi Wang , Yangqiu Song

Background. Reproducibility is essential to the scientific method, but reproduction is often a laborious task. Recent works have attempted to automate this process and relieve researchers of this workload. However, due to varying…

Computers and Society · Computer Science 2026-01-09 Thijs Snelleman , Peter Lundestad Lawrence , Holger H. Hoos , Odd Erik Gundersen

Scientific papers use schematic diagrams to communicate methods, workflows, and system structure, yet existing scientific-figure corpora often mix them with plots, screenshots, and photographs and rarely preserve document context. We…

Information Retrieval · Computer Science 2026-05-28 Ling Yue , Tingwen Zhang , Jiaying Wang , Zhen Xu , Shaowu Pan

We study personalized figure caption generation using author profile data from scientific papers. Our experiments demonstrate that rich author profile data, combined with relevant metadata, can significantly improve the personalization…

Computation and Language · Computer Science 2025-10-01 Jaeyoung Kim , Jongho Lee , Hongjun Choi , Sion Jang

The prevalence of scientific workflows with high computational demands calls for their execution on various distributed computing platforms, including large-scale leadership-class high-performance computing (HPC) clusters. To handle the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-02-10 Tainã Coleman , Henri Casanova , Ketan Maheshwari , Loïc Pottier , Sean R. Wilkinson , Justin Wozniak , Frédéric Suter , Mallikarjun Shankar , Rafael Ferreira da Silva

Scientific discovery is a complex cognitive process that has driven human knowledge and technological progress for centuries. While artificial intelligence (AI) has made significant advances in automating aspects of scientific reasoning,…

Machine Learning · Computer Science 2024-12-24 Chandan K Reddy , Parshin Shojaee

While AI innovation accelerates rapidly, the intellectual process behind breakthroughs -- how researchers identify gaps, synthesize prior work, and generate insights -- remains poorly understood. The lack of structured data on scientific…

Artificial Intelligence · Computer Science 2026-01-09 Jiachen Liu , Maestro Harmon , Zechen Zhang

The rapid growth of academic literature makes the manual creation of scientific surveys increasingly infeasible. While large language models show promise for automating this process, progress in this area is hindered by the absence of…

Computation and Language · Computer Science 2026-05-05 Weihang Su , Anzhe Xie , Qingyao Ai , Jianming Long , Xuanyi Chen , Jiaxin Mao , Ziyi Ye , Yiqun Liu

Designing infographics can be a tedious process for non-experts and time-consuming even for professional designers. Based on the literature and a formative study, we propose a flexible framework for automated and semi-automated infographics…

Human-Computer Interaction · Computer Science 2021-08-31 Anjul Tyagi , Jian Zhao , Pushkar Patel , Swasti Khurana , Klaus Mueller