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We describe a novel language-independent approach to the task of determining the polarity, positive or negative, of the author's opinion on a specific topic in natural language text. In particular, weights are assigned to attributes,…

计算与语言 · 计算机科学 2019-12-02 Veselin Raychev , Preslav Nakov

We consider the problem of finding a fixed L-ary sequence in a stream of random L-ary data. It is known that the expected search time is a strictly increasing function of the lengths of the bifices of the pattern. In this paper we prove the…

概率论 · 数学 2012-07-31 Alex Schreiber

The explanations of large language models have recently been shown to be sensitive to the randomness used for their training, creating a need to characterize this sensitivity. In this paper, we propose a characterization that questions the…

计算与语言 · 计算机科学 2024-03-18 Jeremie Bogaert , Francois-Xavier Standaert

Languages are continuously undergoing changes, and the mechanisms that underlie these changes are still a matter of debate. In this work, we approach language evolution through the lens of causality in order to model not only how various…

计算与语言 · 计算机科学 2022-05-10 Daphna Keidar , Andreas Opedal , Zhijing Jin , Mrinmaya Sachan

When evaluating the performance of automatic speech recognition models, usually word error rate within a certain dataset is used. Special care must be taken in understanding the dataset in order to report realistic performance numbers. We…

计算与语言 · 计算机科学 2021-05-21 Aashish Agarwal , Torsten Zesch

We analyze selected iterated conditionals in the framework of conditional random quantities. We point out that it is instructive to examine Lewis's triviality result, which shows the conditions a conditional must satisfy for its probability…

概率论 · 数学 2020-03-17 Giuseppe Sanfilippo , Angelo Gilio , David Over , Niki Pfeifer

We study the influence of context on sentence acceptability. First we compare the acceptability ratings of sentences judged in isolation, with a relevant context, and with an irrelevant context. Our results show that context induces a…

计算与语言 · 计算机科学 2020-04-03 Jey Han Lau , Carlos S. Armendariz , Shalom Lappin , Matthew Purver , Chang Shu

Numerous analyses of reading time (RT) data have been implemented -- all in an effort to better understand the cognitive processes driving reading comprehension. However, data measured on words at the end of a sentence -- or even at the end…

计算与语言 · 计算机科学 2024-01-08 Clara Meister , Tiago Pimentel , Thomas Hikaru Clark , Ryan Cotterell , Roger Levy

Humans are sensitive to suspicious coincidences when generalizing inductively over data, as they make assumptions as to how the data was sampled. This results in smaller, more specific hypotheses being favored over more general ones. For…

计算与语言 · 计算机科学 2025-04-15 Sriram Padmanabhan , Kanishka Misra , Kyle Mahowald , Eunsol Choi

Algorithmic statistics considers the following problem: given a binary string $x$ (e.g., some experimental data), find a "good" explanation of this data. It uses algorithmic information theory to define formally what is a good explanation.…

机器学习 · 计算机科学 2015-09-21 Alexey Milovanov

Explaining predictions based on multivariate time series data carries the additional difficulty of handling not only multiple features, but also time dependencies. It matters not only what happened, but also when, and the same feature could…

机器学习 · 计算机科学 2023-05-31 Joseph Enguehard

Humans have a powerful and mysterious capacity to reason. Working through a set of mental steps enables us to make inferences we would not be capable of making directly even though we get no additional data from the world. Similarly, when…

人工智能 · 计算机科学 2023-11-06 Ben Prystawski , Michael Y. Li , Noah D. Goodman

The structure of a sentence can be represented as a network where vertices are words and edges indicate syntactic dependencies. Interestingly, crossing syntactic dependencies have been observed to be infrequent in human languages. This…

计算与语言 · 计算机科学 2017-12-13 Carlos Gómez-Rodríguez , Ramon Ferrer-i-Cancho

Natural language exhibits statistical dependencies at a wide range of scales. For instance, the mutual information between words in natural language decays like a power law with the temporal lag between them. However, many statistical…

计算与语言 · 计算机科学 2019-12-17 Aakash Sarkar , Marc Howard

We develop the information-theoretical concepts required to study the statistical dependencies among three variables. Some of such dependencies are pure triple interactions, in the sense that they cannot be explained in terms of a…

计算与语言 · 计算机科学 2015-09-02 Damián G. Hernández , Damián H. Zanette , Inés Samengo

Stanford typed dependencies are a widely desired representation of natural language sentences, but parsing is one of the major computational bottlenecks in text analysis systems. In light of the evolving definition of the Stanford…

计算与语言 · 计算机科学 2014-04-17 Lingpeng Kong , Noah A. Smith

The problem of individualization is recognized as crucial in almost every field. Identifying causes of effects in specific events is likewise essential for accurate decision making. However, such estimates invoke counterfactual…

统计方法学 · 统计学 2021-05-04 Scott Mueller , Ang Li , Judea Pearl

Non-native speakers show difficulties with spoken word processing. Many studies attribute these difficulties to imprecise phonological encoding of words in the lexical memory. We test an alternative hypothesis: that some of these…

计算与语言 · 计算机科学 2021-03-12 Yevgen Matusevych , Herman Kamper , Thomas Schatz , Naomi H. Feldman , Sharon Goldwater

Which statistical features distinguish a meaningful text (possibly written in an unknown system) from a meaningless set of symbols? Here we answer this question by comparing features of the first half of a text to its second half. This…

计算与语言 · 计算机科学 2023-07-18 Weibing Deng , R. Xie , S. Deng , Armen E. Allahverdyan

We study the biased random walk process in random uncorrelated networks with arbitrary degree distributions. In our model, the bias is defined by the preferential transition probability, which, in recent years, has been commonly used to…

无序系统与神经网络 · 物理学 2013-05-29 Agata Fronczak , Piotr Fronczak