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Neural rationale models are popular for interpretable predictions of NLP tasks. In these, a selector extracts segments of the input text, called rationales, and passes these segments to a classifier for prediction. Since the rationale is…

计算与语言 · 计算机科学 2022-07-26 Yiming Zheng , Serena Booth , Julie Shah , Yilun Zhou

Principles of analogical reasoning have recently been applied in the context of machine learning, for example to develop new methods for classification and preference learning. In this paper, we argue that, while analogical reasoning is…

机器学习 · 计算机科学 2020-05-27 Eyke Hüllermeier

Reasoning is fundamental to human intelligence, and critical for problem-solving, decision-making, and critical thinking. Reasoning refers to drawing new conclusions based on existing knowledge, which can support various applications like…

计算与语言 · 计算机科学 2025-02-24 Mayi Xu , Yunfeng Ning , Yongqi Li , Jianhao Chen , Jintao Wen , Yao Xiao , Shen Zhou , Birong Pan , Zepeng Bao , Xin Miao , Hankun Kang , Ke Sun , Tieyun Qian

The goal of this paper is to extend classical logic with a generalized notion of inductive definition supporting positive and negative induction, to investigate the properties of this logic, its relationships to other logics in the area of…

计算机科学中的逻辑 · 计算机科学 2009-09-25 Marc Denecker

We endow prioritised default logic (PDL) with argumentation semantics using the ASPIC+ framework for structured argumentation, and prove that the conclusions of the justified arguments are exactly the prioritised default extensions.…

人工智能 · 计算机科学 2015-07-02 Anthony P. Young , Sanjay Modgil , Odinaldo Rodrigues

Time series are critical for decision-making in fields like finance and healthcare. Their importance has driven a recent influx of works passing time series into language models, leading to non-trivial forecasting on some datasets. But it…

计算与语言 · 计算机科学 2024-04-19 Mike A. Merrill , Mingtian Tan , Vinayak Gupta , Tom Hartvigsen , Tim Althoff

This essay considers the special character of mathematical reasoning, and draws on observations from interactive theorem proving and the history of mathematics to clarify the nature of formal and informal mathematical language. It proposes…

历史与综述 · 数学 2015-08-24 Jeremy Avigad

There are various approaches to the problem of how one is supposed to conduct a statistical analysis. Different analyses can lead to contradictory conclusions in some problems so this is not a satisfactory state of affairs. It seems that…

统计理论 · 数学 2019-06-25 Michael Evans

The nature of intelligence in both humans and machines is a longstanding question. While there is no universally accepted definition, the ability to reason causally is often regarded as a pivotal aspect of intelligence (Lake et al., 2017).…

人工智能 · 计算机科学 2025-12-16 Hanna Dettki

An important characteristic of many logics for Artificial Intelligence is their nonmonotonicity. This means that adding a formula to the premises can invalidate some of the consequences. There may, however, exist formulae that can always be…

人工智能 · 计算机科学 2007-05-23 J. Engelfriet

An inductive logic can be formulated in which the elements are not propositions or probability distributions, but information systems. The logic is complete for information systems with binary hypotheses, i.e., it applies to all such…

人工智能 · 计算机科学 2013-04-11 Norman C. Dalkey

The propositional logic is generalized on the real numbers field. The logical analog of the Bernoulli independent tests scheme is constructed. The variant of the nonstandard analysis is adopted for the definition of the logical function,…

综合数学 · 数学 2010-09-15 G. A. Quznetsov

Many complex scenarios require the coordination of agents possessing unique points of view and distinct semantic commitments. In response, standpoint logic (SL) was introduced in the context of knowledge integration, allowing one to reason…

人工智能 · 计算机科学 2023-04-28 Nicola Gigante , Lucia {Gomez Alvarez} , Tim S. Lyon

Warning: this paper contains material which may be offensive or upsetting. While much of recent work has focused on the detection of hate speech and overtly offensive content, very little research has explored the more subtle but equally…

计算与语言 · 计算机科学 2021-12-03 Teyun Kwon , Anandha Gopalan

Particularly in transgender and nonbinary (TGNB) communities, it is an increasingly common practice to publicly share one's personal pronouns so that we may be gendered correctly in others' speech. Many of us have nuanced desires for how we…

计算与语言 · 计算机科学 2024-10-01 Rose Bohrer , Ashe Neth

Semantic theories of natural language associate meanings with utterances by providing meanings for lexical items and rules for determining the meaning of larger units given the meanings of their parts. Meanings are often assumed to combine…

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

Sub-sub-intuitionistic logic is obtained from intuitionistic logic by weakening the implication and removing distributivity. It can alternatively be viewed as conditional weak positive logic. We provide semantics for sub-sub-intuitionistic…

逻辑 · 数学 2024-08-23 Jonte Deakin , Jim de Groot

Conditional logics play an important role in recent attempts to formulate theories of default reasoning. This paper investigates first-order conditional logic. We show that, as for first-order probabilistic logic, it is important not to…

人工智能 · 计算机科学 2009-09-25 Nir Friedman , Joseph Y. Halpern , Daphne Koller

Interpolation is an important property of classical and many non classical logics that has been shown to have interesting applications in computer science and AI. Here we study the Interpolation Property for the propositional version of the…

计算机科学中的逻辑 · 计算机科学 2010-12-20 Dov Gabbay , David Pearce , Agustí n Valverde

In our previous research, we provided a reasoning system (called LeSAC) based on argumentation theory to provide legal support to designers during the design process. Building on this, this paper explores how to provide designers with…

人工智能 · 计算机科学 2024-09-19 Zhe Yu , Yiwei Lu