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The main contribution of this paper is the development of a new decision tree algorithm. The proposed approach allows users to guide the algorithm through the data partitioning process. We believe this feature has many applications but in…

Machine Learning · Statistics 2020-10-27 Cédric Beaulac , Jeffrey S. Rosenthal

We provide a reproducible, end-to-end demonstration of vector search with OpenAI embeddings using Lucene on the popular MS MARCO passage ranking test collection. The main goal of our work is to challenge the prevailing narrative that a…

Information Retrieval · Computer Science 2023-08-30 Jimmy Lin , Ronak Pradeep , Tommaso Teofili , Jasper Xian

Rust is a multi-paradigm programming language developed by Mozilla that focuses on performance and safety. Rust code is arguably known best for its speed and memory safety, a property essential while developing embedded systems. Thus, it…

User queries in real-world recommendation systems often combine structured constraints (e.g., category, attributes) with unstructured preferences (e.g., product descriptions or reviews). We introduce HyST (Hybrid retrieval over…

Information Retrieval · Computer Science 2025-08-26 Jiyoon Myung , Jihyeon Park , Joohyung Han

This survey explores the synergistic potential of Large Language Models (LLMs) and Vector Databases (VecDBs), a burgeoning but rapidly evolving research area. With the proliferation of LLMs comes a host of challenges, including…

Databases · Computer Science 2025-06-24 Zhi Jing , Yongye Su , Yikun Han , Bo Yuan , Haiyun Xu , Chunjiang Liu , Kehai Chen , Min Zhang

Recent research has increasingly focused on the reasoning capabilities of Large Language Models (LLMs) in multi-turn interactions, as these scenarios more closely mirror real-world problem-solving. However, analyzing the intricate reasoning…

Computation and Language · Computer Science 2025-11-14 Yiran Zhang , Mingyang Lin , Mark Dras , Usman Naseem

As an emerging field, MS-based proteomics still requires software tools for efficiently storing and accessing experimental data. In this work, we focus on the management of LC-MS data, which are typically made available in standard…

Computational Engineering, Finance, and Science · Computer Science 2010-04-27 Sara Nasso , Francesco Silvestri , Francesco Tisiot , Barbara Di Camillo , Andrea Pietracaprina , Gianna Maria Toffolo

As high-dimensional vector data increasingly surpasses the processing capabilities of traditional database management systems, Vector Databases (VDBs) have emerged and become tightly integrated with large language models, being widely…

Database Management Systems (DBMSs) are fundamental infrastructure for modern data-driven applications, where thorough testing with high-quality SQL test cases is essential for ensuring system reliability. Traditional approaches such as…

Software Engineering · Computer Science 2026-03-24 Yujia Chen , Yingli Zhou , Fangyuan Zhang , Cuiyun Gao

Rust is a relatively new system programming language that has been experiencing a rapid adoption in the past 10 years. Rust incorporates a memory ownership model enforced at a compile time. Since this model involves zero runtime overhead,…

Programming Languages · Computer Science 2022-09-20 Nikolay Ivanov

Modern AI and vector search are rapidly converging, forming a promising research frontier in intelligent information systems. On one hand, advances in AI have substantially improved the semantic accuracy and efficiency of vector search,…

Databases · Computer Science 2026-03-11 Jiuqi Wei , Quanqing Xu , Chuanhui Yang

Modern databases typically makes use of the Log Structured Merge-Tree for organizing data in indexes, which is a kind of disk-based data structure. It was proposed to efficiently handle frequent update queries (also called update intensive…

Databases · Computer Science 2024-02-28 Supriya Mishra

With the prevalence of online platforms, today, data is being generated and accessed by users at a very high rate. Besides, applications such as stock trading or high frequency trading require guaranteed low delays for performing an…

Databases · Computer Science 2020-03-03 Sepanta Zeighami , Raymond Chi-Wing Wong

The advanced capabilities of Large Language Models (LLMs) have inspired the development of various interactive web services or applications, such as ChatGPT, which offer query inference services for users. Unlike traditional DNN model, the…

Machine Learning · Computer Science 2024-10-25 Peizhuang Cong , Qizhi Chen , Haochen Zhao , Tong Yang

Rust is a systems programming language that guarantees memory safety without the need for a garbage collector by statically tracking ownership and borrowing events. The associated rules are subtle and unique among industry programming…

Programming Languages · Computer Science 2020-11-19 Gongming , Luo , Vishnu Reddy , Marcelo Almeida , Yingying Zhu , Ke Du , Cyrus Omar

Translating software written in C to Rust has significant benefits in improving memory safety. However, manual translation is cumbersome, error-prone, and often produces unidiomatic code. Large language models (LLMs) have demonstrated…

Software Engineering · Computer Science 2025-12-24 Tianyang Zhou , Ziyi Zhang , Haowen Lin , Somesh Jha , Mihai Christodorescu , Kirill Levchenko , Varun Chandrasekaran

Raphtory is a platform for building and analysing temporal networks. The library includes methods for creating networks from a variety of data sources; algorithms to explore their structure and evolution; and an extensible GraphQL server…

The literature on concept formation has demonstrated that humans are capable of learning concepts incrementally, with a variety of attribute types, and in both supervised and unsupervised settings. Many models of concept formation focus on…

Artificial Intelligence · Computer Science 2024-10-15 Christopher J. MacLellan , Erik Harpstead , Vincent Aleven , Kenneth R. Koedinger

Rust is a young programming language gaining increased attention from software developers since it was introduced to the world by Mozilla in 2010. In this study, we attempt to answer several research questions. Does Rust deserve such…

Programming Languages · Computer Science 2022-06-17 William Bugden , Ayman Alahmar

Information-seeking (IS) agents have achieved strong performance across a range of wide and deep search tasks, yet their tool use remains largely restricted to API-level snippet retrieval and URL-based page fetching, limiting access to the…

Computation and Language · Computer Science 2025-12-30 Baixuan Li , Jialong Wu , Wenbiao Yin , Kuan Li , Zhongwang Zhang , Huifeng Yin , Zhengwei Tao , Liwen Zhang , Pengjun Xie , Jingren Zhou , Yong Jiang