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We model the recursive production property of context-free grammars for natural and synthetic languages. To this end, we present a dynamic programming algorithm that marginalises over latent binary tree structures with $N$ leaves, allowing…

计算与语言 · 计算机科学 2020-10-12 Shawn Tan , Yikang Shen , Timothy J. O'Donnell , Alessandro Sordoni , Aaron Courville

Knowledge Graphs (KGs) can serve as reliable knowledge sources for question answering (QA) due to their structured representation of knowledge. Existing research on the utilization of KG for large language models (LLMs) prevalently relies…

计算与语言 · 计算机科学 2024-10-25 Kun Li , Tianhua Zhang , Xixin Wu , Hongyin Luo , James Glass , Helen Meng

Causal reasoning is one of the primary bottlenecks that Large Language Models (LLMs) must overcome to attain human-level intelligence. Recent studies indicate that LLMs display near-random performance on reasoning tasks. To address this, we…

计算机科学中的逻辑 · 计算机科学 2025-11-10 Abdolmahdi Bagheri , Matin Alinejad , Mahdi Dehshiri , Kevin Bello , Alireza Akhondi-Asl

We consider commutative regular and context-free grammars, or, in other words, Parikh images of regular and context-free languages. By using linear algebra and a branching analog of the classic Euler theorem, we show that, under an…

形式语言与自动机理论 · 计算机科学 2015-07-01 Eryk Kopczynski

Low-resource languages pose a challenge for machine translation with large language models (LLMs), which require large amounts of training data. One potential way to circumvent this data dependence is to rely on LLMs' ability to use…

计算与语言 · 计算机科学 2026-04-09 Jackson Petty , Jaulie Goe , Tal Linzen

We investigate the properties of formal languages expressible in terms of formulas over quantifier-free theories of word equations, arithmetic over length constraints, and language membership predicates for the classes of regular, visibly…

形式语言与自动机理论 · 计算机科学 2022-05-03 Joel D. Day , Vijay Ganesh , Nathan Grewal , Florin Manea

Context-free session types provide a typing discipline for recursive structured communication protocols on bidirectional channels. They overcome the restriction of regular session type systems to tail recursive protocols. This extension…

编程语言 · 计算机科学 2022-08-03 Bernardo Almeida , Andreia Mordido , Peter Thiemann , Vasco T. Vasconcelos

Text generation rarely considers the control of lexical complexity, which limits its more comprehensive practical application. We introduce a novel task of lexical complexity controlled sentence generation, which aims at keywords to…

计算与语言 · 计算机科学 2022-11-29 Jinran Nie , Liner Yang , Yun Chen , Cunliang Kong , Junhui Zhu , Erhong Yang

Large Language Models (LLMs) excel at language understanding but remain limited in knowledge-intensive domains due to hallucinations, outdated information, and limited explainability. Text-based retrieval-augmented generation (RAG) helps…

计算与语言 · 计算机科学 2026-02-09 Larissa Pusch , Alexandre Courtiol , Tim Conrad

We present new descriptive complexity characterisations of classes REG (regular languages), LCFL (linear context-free languages) and CFL (context-free languages) as restrictions on inference rules, size of formulae and permitted connectives…

计算机科学中的逻辑 · 计算机科学 2025-11-05 Yusaku Nishimiya , Masaya Taniguchi

We consider finite trees with edges labeled by letters on a finite alphabet $\varSigma$. Each pair of nodes defines a unique labeled path whose trace is a word of the free monoid $\varSigma^*$. The set of all such words defines the language…

组合数学 · 数学 2015-05-12 Srečko Brlek , Nadia Lafrenière , Xavier Provençal

We investigate the expressive power of first-order quantifications in the context of monadic second-order logic over pictures. We show that k+1 set quantifier alternations allow to define a picture language that cannot be defined using k…

形式语言与自动机理论 · 计算机科学 2012-04-24 Oliver Matz

Descriptive Complexity has been very successful in characterizing complexity classes of decision problems in terms of the properties definable in some logics. However, descriptive complexity for counting complexity classes, such as FP and…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Marcelo Arenas , Martin Muñoz , Cristian Riveros

One of the main reasons for the correspondence of regular languages and monadic second-order logic is that the class of regular languages is closed under images of surjective letter-to-letter homomorphisms. This closure property holds for…

计算机科学中的逻辑 · 计算机科学 2022-01-26 Mikołaj Bojańczyk , Bartek Klin , Julian Salamanca

Kleinberg and Mullainathan showed that language generation in the limit is always possible at the level of computability: given enough positive examples, a learner can eventually generate data indistinguishable from a target language.…

计算与语言 · 计算机科学 2026-01-30 Marcelo Arenas , Pablo Barceló , Luis Cofré , Alexander Kozachinskiy

We revisit evaluation of logical formulas that allow both uninterpreted relations, constrained to be finite, as well as an interpreted vocabulary over an infinite domain. This formalism was denoted embedded finite model theory in the past.…

计算机科学中的逻辑 · 计算机科学 2024-05-22 Michael Benedikt , Ehud Hrushovski

The height of a piecewise-testable language $L$ is the maximum length of the words needed to define $L$ by excluding and requiring given subwords. The height of $L$ is an important descriptive complexity measure that has not yet been…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Prateek Karandikar , Philippe Schnoebelen

The relationship between Lexical-Functional Grammar (LFG) functional structures (f-structures) for sentences and their semantic interpretations can be expressed directly in a fragment of linear logic in a way that explains correctly the…

cmp-lg · 计算机科学 2008-02-03 Mary Dalrymple , John Lamping , Fernando Pereira , Vijay Saraswat

This paper deals with descriptive complexity of picture languages of any dimension by syntactical fragments of existential second-order logic. - We uniformly generalize to any dimension the characterization by Giammarresi et al.…

计算机科学中的逻辑 · 计算机科学 2012-01-30 Etienne Grandjean , Frédéric Olive , Gaétan richard

We study the problem of grammar-constrained context-free language reachability in graphs, focusing on complexity and empirical performance. We present an algorithmic framework for evaluating reachability queries constrained by context-free…

数据结构与算法 · 计算机科学 2026-03-02 Faruk Alpay , Levent Sarioglu