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In this paper we describe a novel framework for the discovery of the topical content of a data corpus, and the tracking of its complex structural changes across the temporal dimension. In contrast to previous work our model does not impose…

Information Retrieval · Computer Science 2015-02-10 Adham Beykikhoshk , Ognjen Arandjelovic , Dinh Phung , Svetha Venkatesh

Canonical morphological segmentation is the process of analyzing words into the standard (aka underlying) forms of their constituent morphemes. This is a core task in language documentation, and NLP systems have the potential to…

Computation and Language · Computer Science 2024-10-16 Enora Rice , Ali Marashian , Luke Gessler , Alexis Palmer , Katharina von der Wense

We develop a probabilistic latent-variable model to discover semantic frames---types of events and their participants---from corpora. We present a Dirichlet-multinomial model in which frames are latent categories that explain the linking of…

Computation and Language · Computer Science 2013-07-30 Brendan O'Connor

This paper describes an interdisciplinary approach which brings together the fields of corpus linguistics and translation studies. It presents ongoing work on the creation of a corpus resource in which translation shifts are explicitly…

Computation and Language · Computer Science 2007-05-23 Lea Cyrus

Large language models (LLMs) excel at operating at scale by leveraging social media and various data crawled from the web. Whereas existing corpora are diverse, their frequent lack of long-term temporal structure may however limit an LLM's…

Computation and Language · Computer Science 2025-09-29 Niharika Hegde , Subarnaduti Paul , Lars Joel-Frey , Manuel Brack , Kristian Kersting , Martin Mundt , Patrick Schramowski

Machine translation between Arabic and Hebrew has so far been limited by a lack of parallel corpora, despite the political and cultural importance of this language pair. Previous work relied on manually-crafted grammars or pivoting via…

Computation and Language · Computer Science 2016-09-27 Yonatan Belinkov , James Glass

We propose a novel approach to translating from a morphologically complex language. Unlike previous research, which has targeted word inflections and concatenations, we focus on the pairwise relationship between morphologically related…

Computation and Language · Computer Science 2021-09-29 Preslav Nakov , Hwee Tou Ng

Many task domains require robots to interpret and act upon natural language commands which are given by people and which refer to the robot's physical surroundings. Such interpretation is known variously as the symbol grounding problem,…

Typologically diverse languages offer systems of lexical and grammatical aspect that allow speakers to focus on facets of event structure in ways that comport with the specific communicative setting and discourse constraints they face. In…

Computation and Language · Computer Science 2022-07-07 Malihe Alikhani , Thomas Kober , Bashar Alhafni , Yue Chen , Mert Inan , Elizabeth Nielsen , Shahab Raji , Mark Steedman , Matthew Stone

In this study we propose a framework to characterize documents based on their semantic flow. The proposed framework encompasses a network-based model that connected sentences based on their semantic similarity. Semantic fields are detected…

Computation and Language · Computer Science 2020-07-06 Edilson A. Corrêa , Vanessa Q. Marinho , Diego R. Amancio

While cross-linguistic model transfer is effective in many settings, there is still limited understanding of the conditions under which it works. In this paper, we focus on assessing the role of lexical semantics in cross-lingual transfer,…

Computation and Language · Computer Science 2024-08-15 Roy Ilani , Taelin Karidi , Omri Abend

Understanding context-dependent variation in word meanings is a key aspect of human language comprehension supported by the lexicon. Lexicographic resources (e.g., WordNet) capture only some of this context-dependent variation; for example,…

Computation and Language · Computer Science 2020-10-27 Sathvik Nair , Mahesh Srinivasan , Stephan Meylan

The Digital Corpus of Sanskrit records around 650,000 sentences along with their morphological and lexical tagging. But inconsistencies in morphological analysis, and in providing crucial information like the segmented word, urges the need…

Computation and Language · Computer Science 2020-05-15 Sriram Krishnan , Amba Kulkarni , Gérard Huet

A new approach to the problem of natural language understanding is proposed. The knowledge domain under consideration is the social behavior of people. English sentences are translated into set of predicates of a semantic database, which…

Computation and Language · Computer Science 2015-03-19 Yuriy Ostapov

Among the most general structures extending the framework by Dung are the abstract dialectical frameworks (ADFs). They come equipped with various types of semantics, with the most prominent - the labeling-based one - analyzed in the context…

Artificial Intelligence · Computer Science 2016-07-05 Sylwia Polberg

This study investigates the potential influence of Herman Melville reading on his own writings through computational semantic similarity analysis. Using documented records of books known to have been owned or read by Melville, we compare…

Computation and Language · Computer Science 2026-03-17 Nudrat Habib , Elisa Barney Smith , Steven Olsen Smith

In this resource paper, we present DHPLT, an open collection of diachronic corpora in 41 diverse languages. DHPLT is based on the web-crawled HPLT datasets; we use web crawl timestamps as the approximate signal of document creation time.…

Computation and Language · Computer Science 2026-02-13 Mariia Fedorova , Andrey Kutuzov , Khonzoda Umarova

Word choice is dependent on the cultural context of writers and their subjects. Different words are used to describe similar actions, objects, and features based on factors such as class, race, gender, geography and political affinity.…

Computation and Language · Computer Science 2018-07-02 Taylor Arnold , Lauren Tilton

Tokenisation - "the process of splitting text into atomic parts" (Brezina & Timperley, 2017: 1) - is a crucial step for corpus linguistics, as it provides the basis for any applicable quantitative method (e.g. collocations) while ensuring…

Computation and Language · Computer Science 2025-07-03 Matteo Di Cristofaro

In this paper, we try to explore the evolution of language through case calculations. First, we chose the novels of eleven British writers from 1400 to 2005 and found the corresponding works; Then, we use the natural language processing…

Computation and Language · Computer Science 2018-10-09 Zhu Gao , Yanhui Jiang , Junhui Gao