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With data lakes and schema-free NoSQL document stores, extracting a descriptive schema from JSON data collections is an acute challenge. In this paper, we target the discovery of tagged unions, a JSON Schema design pattern where the value…

数据库 · 计算机科学 2023-06-13 Stefan Klessinger , Meike Klettke , Uta Störl , Stefanie Scherzinger

We present Team asdfo123's submission to the LLMSR@XLLM25 shared task, which evaluates large language models on producing fine-grained, controllable, and interpretable reasoning processes. Systems must extract all problem conditions,…

计算与语言 · 计算机科学 2025-05-20 Xinye Li , Mingqi Wan , Dianbo Sui

A naive realization of JSON data in R maps JSON arrays to an unnamed list, and JSON objects to a named list. However, in practice a list is an awkward, inefficient type to store and manipulate data. Most statistical applications work with…

统计计算 · 统计学 2014-03-13 Jeroen Ooms

Motivated by the difficulty in presenting computational results, especially when the results are a collection of atoms in a logical language, to users, who are not proficient in computer programming and/or the logical representation of the…

人工智能 · 计算机科学 2019-09-19 Van Duc Nguyen , Tran Cao Son , Enrico Pontelli

Second-order quantifier elimination is the problem of finding, given a formula with second-order quantifiers, a logically equivalent first-order formula. While such formulas are not computable in general, there are practical algorithms and…

计算机科学中的逻辑 · 计算机科学 2026-05-01 Fabian Achammer , Stefan Hetzl , Renate A. Schmidt

Second-order quantifier-elimination is the problem of finding, given a formula with second-order quantifiers, a logically equivalent first-order formula. While such formulas are not computable in general, there are practical algorithms and…

计算机科学中的逻辑 · 计算机科学 2025-06-03 Fabian Achammer , Stefan Hetzl , Renate A. Schmidt

Recent advances in large language models (LLMs) have greatly improved Text-to-SQL performance for single-table queries. But, it remains challenging in multi-table databases due to complex schema and relational operations. Existing methods…

计算与语言 · 计算机科学 2025-05-26 Poojah Ganesan , Rajat Aayush Jha , Dan Roth , Vivek Gupta

The generation of comprehensible explanations is an essential feature of modern artificial intelligence systems. In this work, we consider probabilistic logic programming, an extension of logic programming which can be useful to model…

人工智能 · 计算机科学 2023-08-17 Germán Vidal

The fundamental elements of evidential reasoning problems are described, followed by a discussion of the structure of various types of problems. Bayesian inference networks and state space formalism are used as the tool for problem…

人工智能 · 计算机科学 2013-04-12 Moshe Ben-Bassat

Most large language models (LLMs) today excel at generating raw, sequential code with minimal abstractions and custom structures. However, there has been little work on graph-based abstract code generation, where significant logic is…

计算与语言 · 计算机科学 2025-10-16 Nyx Iskandar , Hisham Bedri , Andy Tsen

Most realistic task automation problems require large language models (LLMs) to call tools, which often return complex JSON responses. These responses must be further processed to derive the information necessary for task completion. The…

机器学习 · 计算机科学 2026-01-27 Kiran Kate , Yara Rizk , Poulami Ghosh , Ashu Gulati , Tathagata Chakraborti , Zidane Wright , Mayank Agarwal

Relational data sources are still one of the most popular ways to store enterprise or Web data, however, the issue with relational schema is the lack of a well-defined semantic description. A common ontology provides a way to represent the…

机器学习 · 计算机科学 2018-01-31 Natalia Ruemmele , Yuriy Tyshetskiy , Alex Collins

Multi-adjoint logic programming is a general framework with interesting features, which involves other positive logic programming frameworks such as monotonic and residuated logic programming, generalized annotated logic programs, fuzzy…

计算机科学中的逻辑 · 计算机科学 2024-09-25 M. Eugenia Cornejo , David Lobo , Jesús Medina

Recent work has shown that Large Language Models (LLMs) are not only a suitable tool for code generation but also capable of generating annotation-based code specifications. Scaling these methodologies may allow us to deduce provable…

软件工程 · 计算机科学 2025-06-26 Samuel Teuber , Bernhard Beckert

In this paper, we present a method and a tool for deriving a skeleton of an ontology from XML schema files. We first recall what an is ontology and its relationships with XML schemas. Next, we focus on ontology building methodology and…

编程语言 · 计算机科学 2010-01-28 Ivan Bedini , Georges Gardarin , Benjamin Nguyen

When the semantics of a sentence are not representable in a semantic parser's output schema, parsing will inevitably fail. Detection of these instances is commonly treated as an out-of-domain classification problem. However, there is also a…

计算与语言 · 计算机科学 2018-08-28 James Ferguson , Janara Christensen , Edward Li , Edgar Gonzàlez

We present a comprehensive benchmark of JSON-compatible binary serialization specifications using the SchemaStore open-source test suite collection of over 400 JSON documents matching their respective schemas and representative of their use…

软件工程 · 计算机科学 2022-01-11 Juan Cruz Viotti , Mital Kinderkhedia

We present a principled theoretical framework for inferring and checking the union types, and show its work in practice on JSON data structures. The framework poses a union type inference as a learning problem from multiple examples. The…

编程语言 · 计算机科学 2021-01-13 Michał J. Gajda

Contemporary database systems, while effective, suffer severe issues related to complexity and usability, especially among individuals who lack technical expertise but are unfamiliar with query languages like Structured Query Language…

数据库 · 计算机科学 2025-07-25 M. Tedeschi , S. Rizwan , C. Shringi , V. Devram Chandgir , S. Belich

The representation of sentences is a very important task. It can be used as a way to exchange data inter-applications. One main characteristic, that a notation must have, is a minimal size and a representative form. This can reduce the…

计算与语言 · 计算机科学 2018-01-12 Abdelkrime Aries , Djamel Eddine Zegour , Walid Khaled Hidouci