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This paper presents the results of a study on the semantic constraints imposed on lexical choice by certain contextual indicators. We show how such indicators are computed and how correlations between them and the choice of a noun phrase…

cmp-lg · 计算机科学 2007-05-23 Dragomir R. Radev

Distributional semantics provides multi-dimensional, graded, empirically induced word representations that successfully capture many aspects of meaning in natural languages, as shown in a large body of work in computational linguistics;…

计算与语言 · 计算机科学 2020-03-19 Gemma Boleda

Language models (LLMs) offer potential as a source of knowledge for agents that need to acquire new task competencies within a performance environment. We describe efforts toward a novel agent capability that can construct cues (or…

机器学习 · 计算机科学 2022-11-22 James R. Kirk , Robert E. Wray , Peter Lindes , John E. Laird

Understanding pragmatics-the use of language in context-is crucial for developing NLP systems capable of interpreting nuanced language use. Despite recent advances in language technologies, including large language models, evaluating their…

Large language models (LLMs) provide capabilities far beyond sentence completion, including question answering, summarization, and natural-language inference. While many of these capabilities have potential application to cognitive systems,…

人工智能 · 计算机科学 2023-10-12 James R. Kirk , Robert E. Wray , John E. Laird

The language generation and reasoning capabilities of large language models (LLMs) have enabled conversational systems with impressive performance in a variety of tasks, from code generation, to composing essays, to passing STEM and legal…

人工智能 · 计算机科学 2025-02-28 Konstantina Christakopoulou , Iris Qu , John Canny , Andrew Goodridge , Cj Adams , Minmin Chen , Maja Matarić

As multiple crises threaten the sustainability of our societies and pose at risk the planetary boundaries, complex challenges require timely, updated, and usable information. Natural-language processing (NLP) tools enhance and expand data…

Large language models (LLMs) have greatly improved their capability in performing NLP tasks. However, deeper semantic understanding, contextual coherence, and more subtle reasoning are still difficult to obtain. The paper discusses…

计算与语言 · 计算机科学 2025-12-05 Mohanakrishnan Hariharan

Language models (LMs) are sentence-completion engines trained on massive corpora. LMs have emerged as a significant breakthrough in natural-language processing, providing capabilities that go far beyond sentence completion including…

人工智能 · 计算机科学 2021-10-26 Robert E. Wray , III , James R. Kirk , John E. Laird

This note clarifies the concept of syntax and semantics and their relationships. Today, a lot of confusion arises from the fact that the word "semantics" is used in different meanings. We discuss a general approach at defining semantics…

软件工程 · 计算机科学 2014-09-25 Bernhard Rumpe

Recent studies have proposed unified user modeling frameworks that leverage user behavior data from various applications. Many of them benefit from utilizing users' behavior sequences as plain texts, representing rich information in any…

信息检索 · 计算机科学 2023-05-16 Kyuyong Shin , Hanock Kwak , Wonjae Kim , Jisu Jeong , Seungjae Jung , Kyung-Min Kim , Jung-Woo Ha , Sang-Woo Lee

Current approaches to computational lexicology in language technology are knowledge-based (competence-oriented) and try to abstract away from specific formalisms, domains, and applications. This results in severe complexity, acquisition and…

cmp-lg · 计算机科学 2008-02-03 Walter Daelemans

Quantifying differences in terminologies from various academic domains has been a longstanding problem yet to be solved. We propose a computational approach for analyzing linguistic variation among scientific research fields by capturing…

计算与语言 · 计算机科学 2018-12-05 Pei Zhou , Muhao Chen , Kai-Wei Chang , Carlo Zaniolo

This paper presents the use of probabilistic class-based lexica for disambiguation in target-word selection. Our method employs minimal but precise contextual information for disambiguation. That is, only information provided by the…

计算与语言 · 计算机科学 2007-05-23 Detlef Prescher , Stefan Riezler , Mats Rooth

The mathematical representation of semantics is a key issue for Natural Language Processing (NLP). A lot of research has been devoted to finding ways of representing the semantics of individual words in vector spaces. Distributional…

计算与语言 · 计算机科学 2014-11-13 Karl Moritz Hermann

Distributional semantic models have become a mainstay in NLP, providing useful features for downstream tasks. However, assessing long-term progress requires explicit long-term goals. In this paper, I take a broad linguistic perspective,…

计算与语言 · 计算机科学 2020-05-07 Guy Emerson

We propose a new method for mining frequent patterns in a language that combines both Semantic Web ontologies and rules. In particular we consider the setting of using a language that combines description logics with DL-safe rules. This…

计算机科学中的逻辑 · 计算机科学 2015-03-13 Joanna Jozefowska , Agnieszka Lawrynowicz , Tomasz Lukaszewski

This paper describes the development and use of a lexical semantic database for the Verbmobil speech-to-speech machine translation system. The motivation is to provide a common information source for the distributed development of the…

cmp-lg · 计算机科学 2016-08-31 Johannes Heinecke , Karsten L. Worm

The controllability of Large Language Models (LLMs) when used as conversational agents is a key challenge, particularly to ensure predictable and user-personalized responses. This work proposes an ontology-based approach to formally define…

人工智能 · 计算机科学 2025-09-08 Barbara Gendron , Gaël Guibon , Mathieu D'aquin

By paying more attention to semantics-based tool generation, programming language semantics can significantly increase its impact. Ultimately, this may lead to ``Language Design Assistants'' incorporating substantial amounts of semantic…

编程语言 · 计算机科学 2007-05-23 Jan Heering , Paul Klint