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Interpretability research has highlighted the importance of evaluating Pretrained Language Models (PLMs) and in particular contextual embeddings against explicit linguistic theories to determine what linguistic information they encode. This…

计算与语言 · 计算机科学 2026-04-07 Greta Gorzoni , Ludovica Pannitto , Francesca Masini

Pruning is a standard technique for removing unnecessary structure from a neural network to reduce its storage footprint, computational demands, or energy consumption. Pruning can reduce the parameter-counts of many state-of-the-art neural…

机器学习 · 计算机科学 2019-07-02 Jonathan Frankle , David Bau

For a complexity class $C$ and language $L$, a constructive separation of $L \notin C$ gives an efficient algorithm (also called a refuter) to find counterexamples (bad inputs) for every $C$-algorithm attempting to decide $L$. We study the…

计算复杂性 · 计算机科学 2024-08-07 Lijie Chen , Ce Jin , Rahul Santhanam , Ryan Williams

Visually identifying materials is crucial for many tasks, yet material perception remains poorly understood. Distinguishing mirror from glass is particularly challenging as both materials derive their appearance from their surroundings, yet…

计算机视觉与模式识别 · 计算机科学 2022-03-14 Hideki Tamura , Konrad E. Prokott , Roland W. Fleming

Segmenting text into Elemental Discourse Units (EDUs) is a fundamental task in discourse parsing. We present a new simple method for identifying EDU boundaries, and hence segmenting them, based on lexical and character n-gram features,…

计算与语言 · 计算机科学 2025-01-15 Mohammadreza Sediqin , Shlomo Engelson Argamon

Recent years has witnessed dramatic progress of neural machine translation (NMT), however, the method of manually guiding the translation procedure remains to be better explored. Previous works proposed to handle such problem through…

计算与语言 · 计算机科学 2019-02-01 Ya Li , Xinyu Liu , Dan Liu , Xueqiang Zhang , Junhua Liu

Contextual word embeddings obtained from pre-trained language model (PLM) have proven effective for various natural language processing tasks at the word level. However, interpreting the hidden aspects within embeddings, such as syntax and…

计算与语言 · 计算机科学 2023-10-10 Nayoung Choi

We present an empirical investigation of various ways to automatically identify phrases in a tagged corpus that are useful for dialogue act tagging. We found that a new method (which measures a phrase's deviation from an…

人工智能 · 计算机科学 2007-05-23 Ken Samuel , Sandra Carberry , K. Vijay-Shanker

Poetry and prose are written artistic expressions that help us to appreciate the reality we live. Each of these styles has its own set of subjective properties, such as rhyme and rhythm, which are easily caught by a human reader's eye and…

计算与语言 · 计算机科学 2022-05-12 Henrique F. de Arruda , Sandro M. Reia , Filipi N. Silva , Diego R. Amancio , Luciano da F. Costa

Language exhibits structure at different scales, ranging from subwords to words, sentences, paragraphs, and documents. To what extent do deep models capture information at these scales, and can we force them to better capture structure…

计算与语言 · 计算机科学 2020-11-11 Alex Tamkin , Dan Jurafsky , Noah Goodman

Glass surfaces of transparent objects and mirrors are not able to be uniquely and explicitly characterized by their visual appearances because they contain the visual appearance of other reflected or transmitted surfaces as well. Detecting…

计算机视觉与模式识别 · 计算机科学 2024-03-05 Dongshen Han , Seungkyu Lee , Chaoning Zhang , Heechan Yoon , Hyukmin Kwon , Hyun-Cheol Kim , Hyon-Gon Choo

Automatic differentiation (AD) is a technique for computing the derivative of a function represented by a program. This technique is considered as the de-facto standard for computing the differentiation in many machine learning and…

When reading a text, it is common to become stuck on unfamiliar words and phrases, such as polysemous words with novel senses, rarely used idioms, internet slang, or emerging entities. If we humans cannot figure out the meaning of those…

Two languages are separable by a piecewise testable language if and only if there exists no infinite tower between them. An infinite tower is an infinite sequence of strings alternating between the two languages such that every string is a…

形式语言与自动机理论 · 计算机科学 2015-11-13 Štěpán Holub , Tomáš Masopust , Michaël Thomazo

The problem of comparing two bodies of text and searching for words that differ in their usage between them arises often in digital humanities and computational social science. This is commonly approached by training word embeddings on each…

计算与语言 · 计算机科学 2021-12-30 Hila Gonen , Ganesh Jawahar , Djamé Seddah , Yoav Goldberg

In order to generate cohesive discourse, many of the relations holding between text segments need to be signalled to the reader by means of cue words, or {\em discourse markers}. Programs usually do this in a simplistic way, e.g., by using…

cmp-lg · 计算机科学 2008-02-03 Brigitte Grote , Nils Lenke , Manfred Stede

Distinguishing between singular and plural "you" in English is a challenging task which has potential for downstream applications, such as machine translation or coreference resolution. While formal written English does not distinguish…

计算与语言 · 计算机科学 2019-10-29 Gabriel Stanovsky , Ronen Tamari

This study examines the extent to which Large Language Models (LLMs) capture geographic lexical variation in Spanish, a language that exhibits substantial regional variation. Treating LLMs as virtual informants, we probe their dialectal…

计算与语言 · 计算机科学 2026-02-11 Yoshifumi Kawasaki

We show how to give a coherent semantics to programs that are well-specified in a version of separation logic for a language with higher types: idealized algol extended with heaps (but with immutable stack variables). In particular, we…

计算机科学中的逻辑 · 计算机科学 2017-01-11 Lars Birkedal , Noah Torp-Smith , Hongseok Yang

Multivariate multiplicity codes (Kopparty, Saraf, and Yekhanin, J. ACM 2014) are linear codes where the codewords are described by evaluations of multivariate polynomials (with a degree bound) and their derivatives up to a fixed order, on a…

信息论 · 计算机科学 2024-12-03 S. Venkitesh