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Thanks to their linguistic capabilities, LLMs offer an opportunity to bridge the gap between informal mathematics and formal languages through autoformalization. However, it is still unclear how well LLMs generalize to sophisticated and…

计算与语言 · 计算机科学 2025-09-05 Lan Zhang , Marco Valentino , Andre Freitas

The rapid development of large language models (LLMs) has spurred extensive research into their domain-specific capabilities, particularly mathematical reasoning. However, most open-source LLMs focus solely on mathematical reasoning,…

计算与语言 · 计算机科学 2024-09-04 Shuai Peng , Di Fu , Liangcai Gao , Xiuqin Zhong , Hongguang Fu , Zhi Tang

As large language models (LLMs) generate texts with increasing fluency and realism, there is a growing need to identify the source of texts to prevent the abuse of LLMs. Text watermarking techniques have proven reliable in distinguishing…

计算与语言 · 计算机科学 2024-04-04 Lean Wang , Wenkai Yang , Deli Chen , Hao Zhou , Yankai Lin , Fandong Meng , Jie Zhou , Xu Sun

We study the network structure of Wikipedia (restricted to its mathematical portion), MathWorld, and DLMF. We approach these three online mathematical libraries from the perspective of several global and local network-theoretic features,…

社会与信息网络 · 计算机科学 2014-12-16 Flavio B. Gonzaga , Valmir C. Barbosa , Geraldo B. Xexéo

Recent advances in large language models (LLMs) and multimodal LLMs (MLLMs) have led to strong reasoning ability across a wide range of tasks. However, their ability to perform mathematical reasoning from spoken input remains underexplored.…

计算与语言 · 计算机科学 2025-05-22 Chengwei Wei , Bin Wang , Jung-jae Kim , Nancy F. Chen

Ontologies provide a formal description of concepts and their relationships in a knowledge domain. The goal of ontology alignment is to identify semantically matching concepts and relationships across independently developed ontologies that…

人工智能 · 计算机科学 2013-07-08 Chau Do , Eric J. Pauwels

Recent progress in Multi-modal Large Language Models (MLLMs) has enabled step-by-step multi-modal mathematical reasoning by performing visual operations based on the textual instructions. A promising approach uses code as an intermediate…

计算与语言 · 计算机科学 2025-11-06 Xiaoyuan Li , Moxin Li , Wenjie Wang , Rui Men , Yichang Zhang , Fuli Feng , Dayiheng Liu

The rapid advancement of Large Language Models (LLMs) poses a significant challenge to existing mathematical reasoning benchmarks. However, these benchmarks tend to become easier over time as LLMs can learn from the published benchmarks.…

人工智能 · 计算机科学 2025-10-07 Shengbo Wang , Mingwei Liu , Zike Li , Anji Li , Yanlin Wang , Xin Peng , Zibin Zheng

With the increased accessibility of web and online encyclopedias, the amount of data to manage is constantly increasing. In Wikipedia, for example, there are millions of pages written in multiple languages. These pages contain images that…

计算机视觉与模式识别 · 计算机科学 2022-06-22 Nicola Messina , Davide Alessandro Coccomini , Andrea Esuli , Fabrizio Falchi

Wikipedia can be edited by anyone and thus contains various quality sentences. Therefore, Wikipedia includes some poor-quality edits, which are often marked up by other editors. While editors' reviews enhance the credibility of Wikipedia,…

计算与语言 · 计算机科学 2024-01-02 Kenichiro Ando , Satoshi Sekine , Mamoru Komachi

AutomationML (AML) enables standardized data exchange in engineering, yet existing recommendations for proper AML modeling are typically formulated as informal and textual constraints. These constraints cannot be validated automatically…

人工智能 · 计算机科学 2025-06-13 Tom Westermann , Aljosha Köcher , Felix Gehlhoff

Multimodal Large Language Models (MLLMs) have advanced in integrating diverse modalities but frequently suffer from hallucination. A promising solution to mitigate this issue is to generate text with citations, providing a transparent chain…

计算与语言 · 计算机科学 2025-05-21 Caiyu Hu , Yikai Zhang , Tinghui Zhu , Yiwei Ye , Yanghua Xiao

Purpose: Modern mathematicians and scientists of math-related disciplines often use Document Preparation Systems (DPS) to write and Computer Algebra Systems (CAS) to calculate mathematical expressions. Usually, they translate the…

数字图书馆 · 计算机科学 2019-06-28 Andre Greiner-Petter , Moritz Schubotz , Howard S. Cohl , Bela Gipp

We present an XML-based simulation authoring environment. The proposed description language allows to describe mathematical objects such as systems of ordinary differential equations, partial differential equations in two dimensions, or…

数学软件 · 计算机科学 2011-03-01 Stéphane Mottelet , André Pauss

Current multimodal large language models (MLLMs), while effective in natural image understanding, struggle with visualization understanding due to their inability to decode the data-to-visual mapping and extract structured information. To…

人机交互 · 计算机科学 2025-07-03 Can Liu , Chunlin Da , Xiaoxiao Long , Yuxiao Yang , Yu Zhang , Yong Wang

Web pages contain a large variety of information, but are largely designed for use by graphical web browsers. Mobile access to web-based information often requires presenting HTML web pages using channels that are limited in their graphical…

人机交互 · 计算机科学 2007-05-23 Zhiyan Shao , Robert Capra , Manuel A. Perez-Quinones

We present a new dataset of Wikipedia articles each paired with a knowledge graph, to facilitate the research in conditional text generation, graph generation and graph representation learning. Existing graph-text paired datasets typically…

计算与语言 · 计算机科学 2021-07-21 Luyu Wang , Yujia Li , Ozlem Aslan , Oriol Vinyals

Data-driven design and innovation is a process to reuse and provide valuable and useful information. However, existing semantic networks for design innovation is built on data source restricted to technological and scientific information.…

计算与语言 · 计算机科学 2022-11-22 Haoyu Zuo , Qianzhi Jing , Tianqi Song , Huiting Liu , Lingyun Sun , Peter Childs , Liuqing Chen

Benchmarks such as MMLU suggest flagship language models approach factuality saturation, with scores above 90\%. We show this picture is incomplete. \emph{LLMpedia} generates encyclopedic articles entirely from parametric memory, producing…

计算与语言 · 计算机科学 2026-03-26 Muhammed Saeed , Simon Razniewski

Dictionaries are often developed using tools that save to Extensible Markup Language (XML)-based standards. These standards often allow high-level repeating elements to represent lexical entries, and utilize descendants of these repeating…

计算与语言 · 计算机科学 2016-02-18 Paul Rodrigues , David Zajic , David Doermann , Michael Bloodgood , Peng Ye
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