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Sequence-to-sequence models excel at handling natural language variation, but have been shown to struggle with out-of-distribution compositional generalization. This has motivated new specialized architectures with stronger compositional…

计算与语言 · 计算机科学 2021-06-03 Peter Shaw , Ming-Wei Chang , Panupong Pasupat , Kristina Toutanova

Compositional generalization refers to the ability to generalize to novel combinations of previously observed words and syntactic structures. Since it is regarded as a desired property of neural models, recent work has assessed…

计算与语言 · 计算机科学 2025-04-07 Ryoma Kumon , Daiki Matsuoka , Hitomi Yanaka

Making a linguistic theory is like making a programming language: one typically devises a type system to delineate the acceptable utterances and a denotational semantics to explain observations on their behavior. Via this connection, the…

计算与语言 · 计算机科学 2007-05-23 Chung-chieh Shan

This short note presents a new formal language, lambda dependency-based compositional semantics (lambda DCS) for representing logical forms in semantic parsing. By eliminating variables and making existential quantification implicit, lambda…

人工智能 · 计算机科学 2013-09-19 Percy Liang

The compositionality degree of multiword expressions indicates to what extent the meaning of a phrase can be derived from the meaning of its constituents and their grammatical relations. Prediction of (non)-compositionality is a task that…

计算与语言 · 计算机科学 2019-06-10 Abhik Jana , Dmitry Puzyrev , Alexander Panchenko , Pawan Goyal , Chris Biemann , Animesh Mukherjee

Language is contextual as meanings of words are dependent on their contexts. Contextuality is, concomitantly, a well-defined concept in quantum mechanics where it is considered a major resource for quantum computations. We investigate…

计算与语言 · 计算机科学 2021-08-02 Daphne Wang , Mehrnoosh Sadrzadeh , Samson Abramsky , Victor H. Cervantes

The paper proposes and studies new classical, type-free theories of truth and determinateness with unprecedented features. The theories are fully compositional, strongly classical (namely, their internal and external logics are both…

逻辑 · 数学 2026-01-14 Luca Castaldo , Carlo Nicolai

Emerging computational paradigms, such as probabilistic and hybrid programming, introduce new primitive operations that often need to be combined with classic programming constructs. However, it still remains a challenge to provide a…

计算机科学中的逻辑 · 计算机科学 2018-04-13 Fredrik Dahlqvist , Renato Neves

We apply a compositional formal modeling and verification method to an autonomous aircraft taxi system. We provide insights into the modeling approach and we identify several research areas where further development is needed. Specifically,…

系统与控制 · 电气工程与系统科学 2023-04-27 Alessandro Pinto , Anthony Corso , Edward Schmerling

This paper explores the space of (propositional) probabilistic logical languages, ranging from a purely `qualitative' comparative language to a highly `quantitative' language involving arbitrary polynomials over probability terms. While…

The complex organization of syntax in hierarchical structures is one of the core design features of human language. Duality of patterning refers for instance to the organization of the meaningful elements in a language at two distinct…

物理与社会 · 物理学 2016-02-12 Vittorio Loreto , Pietro Gravino , Vito D. P. Servedio , Francesca Tria

In this paper, we introduce a semantics of realisability for the classical propositional natural deduction and we prove a correctness theorem. This allows to characterize the operational behaviour of some typed terms.

逻辑 · 数学 2009-05-12 Karim Nour , Khelifa Saber

Assurance arguments provide a clear and structured way to explain why stakeholders should trust that a system satisfies certain properties, yet widely used notations, e.g.Goal Structuring Notation (GSN), typically lack an operational…

人工智能 · 计算机科学 2026-05-22 Benjamin Herd , Jessica Kelly , Jan Sabsch , Lydia Gauerhof

We explore the ability of word embeddings to capture both semantic and morphological similarity, as affected by the different types of linguistic properties (surface form, lemma, morphological tag) used to compose the representation of each…

计算与语言 · 计算机科学 2017-04-07 Oded Avraham , Yoav Goldberg

Compositional generalization is the capacity to recognize and imagine a large amount of novel combinations from known components. It is a key in human intelligence, but current neural networks generally lack such ability. This report…

人工智能 · 计算机科学 2021-02-09 Yuanpeng Li

Combinatorial enumeration leads to counting generating functions presenting a wide variety of analytic types. Properties of generating functions at singularities encode valuable information regarding asymptotic counting and limit…

组合数学 · 数学 2007-05-23 Philippe Flajolet

Many scientific datasets are compositional in nature. Important biological examples include species abundances in ecology, cell-type compositions derived from single-cell sequencing data, and amplicon abundance data in microbiome research.…

机器学习 · 计算机科学 2024-05-29 Elisabeth Ailer , Christian L. Müller , Niki Kilbertus

A new family of categorial grammars is proposed, defined by enriching basic categorial grammars with a conjunction operation. It is proved that the formalism obtained in this way has the same expressive power as conjunctive grammars, that…

计算机科学中的逻辑 · 计算机科学 2024-05-28 Stepan L. Kuznetsov , Alexander Okhotin

Building meaningful representations of noun compounds is not trivial since many of them scarcely appear in the corpus. To that end, composition functions approximate the distributional representation of a noun compound by combining its…

计算与语言 · 计算机科学 2019-06-13 Vered Shwartz

This work was intended to be an attempt to introduce the meta-language for working with multiple-conclusion inference rules that admit asserted propositions along with the rejected propositions. The presence of rejected propositions, and…

逻辑 · 数学 2014-12-01 Alex Citkin