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In this paper, we present the recent advances that highlight the characteristics of JSON-compatible binary serialization specifications. We motivate the discussion by covering the history and evolution of binary serialization specifications…

Databases · Computer Science 2022-01-11 Juan Cruz Viotti , Mital Kinderkhedia

In this paper, we present benchmark results for a pre-production implementation of a novel serialization specification: JSON BinPack. JSON BinPack is a schema-driven and schema-less sequential binary serialization specification based on…

Software Engineering · Computer Science 2022-11-24 Juan Cruz Viotti , Mital Kinderkhedia

JSON is a popular data format used pervasively in web APIs, cloud computing, NoSQL databases, and increasingly also machine learning. JSON Schema is a language for declaring the structure of valid JSON data. There are validators that can…

Programming Languages · Computer Science 2020-05-19 Andrew Habib , Avraham Shinnar , Martin Hirzel , Michael Pradel

JSON Schema is the de facto standard for describing the structure of JSON documents. Reasoning about JSON Schema inclusion -- whether every instance satisfying a schema S1 also satisfies a schema S2 -- is a key building block for a variety…

Reliably generating structured outputs has become a critical capability for modern language model (LM) applications. Constrained decoding has emerged as the dominant technology across sectors for enforcing structured outputs during…

Computation and Language · Computer Science 2025-02-28 Saibo Geng , Hudson Cooper , Michał Moskal , Samuel Jenkins , Julian Berman , Nathan Ranchin , Robert West , Eric Horvitz , Harsha Nori

In this paper, we present the JSON Stats Analyzer, a free-to-use open-source web-based JavaScript tool and module that provides JSON document analysis. We explain how the JSON Stats Analyzer works, its usage alongside the demonstration of…

Software Engineering · Computer Science 2022-11-22 Juan Cruz Viotti , Mital Kinderkhedia

Unstructured documents like PDFs contain valuable structured information, but downstream systems require this data in reliable, standardized formats. LLMs are increasingly deployed to automate this extraction, making accuracy and…

Machine Learning · Computer Science 2026-02-17 Nick Ferguson , Josh Pennington , Narek Beghian , Aravind Mohan , Douwe Kiela , Sheshansh Agrawal , Thien Hang Nguyen

In response to challenges in software supply chain security, several organisations have created infrastructures to independently build commodity open source projects and release the resulting binaries. Build platform variability can…

Cryptography and Security · Computer Science 2025-04-10 Jens Dietrich , Tim White , Behnaz Hassanshahi , Paddy Krishnan

JavaScript Object Notation or JSON is a ubiquitous data exchange format on the Web. Ingesting JSON documents can become a performance bottleneck due to the sheer volume of data. We are thus motivated to make JSON parsing as fast as…

Databases · Computer Science 2024-07-25 Geoff Langdale , Daniel Lemire

JSON is an essential file and data format in do-mains that span scientific computing, web APIs or configuration management. Its popularity has motivated significant software development effort to build multiple libraries to process JSON…

Software Engineering · Computer Science 2021-08-30 Nicolas Harrand , Thomas Durieux , David Broman , Benoit Baudry

The JavaScript Object Notation (JSON) is a popular data format used in document stores to natively support semi-structured data. In this paper, we address the problem of JSON similarity lookup queries: given a query document and a distance…

Databases · Computer Science 2022-01-24 Thomas Hütter , Nikolaus Augsten , Christoph M. Kirsch , Michael J. Carey , Chen Li

Large Language Models are increasingly being deployed to extract structured data from unstructured and semi-structured sources: parsing invoices, medical records, and converting PDF documents to database entries. Yet existing benchmarks for…

Computation and Language · Computer Science 2026-04-29 Abhinav Kumar Singh , Harsha Vardhan Khurdula , Yoeven D Khemlani , Vineet Agarwal

Pharmaceutical manufacturers generate thousands of batch manufacturing records (BMRs) each year under FDA 21 CFR Part 211 and EU GMP rules. These long documents combine tables, calculations, images, and handwritten notes, and are usually…

Digital Libraries · Computer Science 2026-01-09 Bhavik Agarwal , Nidhi Bendre , Viktoria Rojkova

JSON (JavaScript Object Notation) is a data encoding that allows structured data to be used in a standardized and straightforward manner across systems. Schemas for JSON-formatted data can be constructed using the JSON Schema standard,…

Programming Languages · Computer Science 2025-08-13 Jack Stanek , Daniel Killough

JSON Schema is an important, evolving standard schema language for families of JSON documents. It is based on a complex combination of structural and Boolean assertions, and features negation and recursion. The static analysis of JSON…

Benchmarking involves designing scientific test methods, tools, and frameworks to quantitatively and comparably assess specific performance indicators of certain test subjects. With the development of artificial intelligence, AI…

Software Engineering · Computer Science 2023-11-28 Fenglin Bi , Fanyu Han , Shengyu Zhao , Jinlu Li , Yanbin Zhang , Wei Wang

Enforcing open source licenses such as the GNU General Public License (GPL), analyzing a binary for possible vulnerabilities, and code maintenance are all situations where it is useful to be able to determine the source code provenance of a…

Cryptography and Security · Computer Science 2017-11-03 Dhaval Miyani , Zhen Huang , David Lie

Binary code similarity comparison is a methodology for identifying similar or identical code fragments in binary programs. It is indispensable in fields of software engineering and security, which has many important applications (e.g.,…

Cryptography and Security · Computer Science 2019-07-03 Yikun Hu , Hui Wang , Yuanyuan Zhang , Bodong Li , Dawu Gu

Sparse matrices and tensors are ubiquitous throughout multiple subfields of computing. The widespread usage of sparse data has inspired many in-memory and on-disk storage formats, but the only widely adopted storage specifications are the…

Mathematical Software · Computer Science 2025-06-25 Benjamin Brock , Willow Ahrens , Hameer Abbasi , Timothy A. Davis , Juni Kim , James Kitchen , Spencer Patty , Isaac Virshup , Erik Welch

Existing binary corpora typically capture only one or two axes of binary variation: they either provide cross-compiler builds without a temporal axis, or CVE labels for single-build binaries. None combine cross-build diversity,…

Cryptography and Security · Computer Science 2026-05-22 Chang Liu , Noah Fleischmann , Nicolò Altamura , Edward Raff , James Holt , Kristopher Micinski
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