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This paper proposes a corpus-based language model for topic identification. We analyze the association of noun-noun and noun-verb pairs in LOB Corpus. The word association norms are based on three factors: 1) word importance, 2) pair…

cmp-lg · Computer Science 2016-08-31 Kuang-hua Chen

This paper introduces a large-scale multimodal and multilingual dataset that aims to facilitate research on grounding words to images in their contextual usage in language. The dataset consists of images selected to unambiguously illustrate…

Computation and Language · Computer Science 2022-06-20 Josiah Wang , Pranava Madhyastha , Josiel Figueiredo , Chiraag Lala , Lucia Specia

Finding word boundaries in continuous speech is challenging as there is little or no equivalent of a 'space' delimiter between words. Popular Bayesian non-parametric models for text segmentation use a Dirichlet process to jointly segment…

Computation and Language · Computer Science 2022-06-24 Robin Algayres , Tristan Ricoul , Julien Karadayi , Hugo Laurençon , Salah Zaiem , Abdelrahman Mohamed , Benoît Sagot , Emmanuel Dupoux

We introduce a graph polynomial that distinguishes tree structures to represent dependency grammar and a measure based on the polynomial representation to quantify syntax similarity. The polynomial encodes accurate and comprehensive…

Computation and Language · Computer Science 2022-11-15 Pengyu Liu , Tinghao Feng , Rui Liu

As Large language models (LLMs) become increasingly integrated into our lives, their inherent social biases remain a pressing concern. Detecting and evaluating these biases can be challenging because they are often implicit rather than…

Computation and Language · Computer Science 2025-10-29 Katherine Abramski , Giulio Rossetti , Massimo Stella

Idiomatic expressions are an integral part of human languages, often used to express complex ideas in compressed or conventional ways (e.g. eager beaver as a keen and enthusiastic person). However, their interpretations may not be…

Computation and Language · Computer Science 2024-11-06 Wei He , Tiago Kramer Vieira , Marcos Garcia , Carolina Scarton , Marco Idiart , Aline Villavicencio

Usage similarity estimation addresses the semantic proximity of word instances in different contexts. We apply contextualized (ELMo and BERT) word and sentence embeddings to this task, and propose supervised models that leverage these…

Computation and Language · Computer Science 2019-05-22 Aina Garí Soler , Marianna Apidianaki , Alexandre Allauzen

Data integration tasks such as the creation and extension of knowledge graphs involve the fusion of heterogeneous entities from many sources. Matching and fusion of such entities require to also match and combine their properties…

Databases · Computer Science 2020-10-06 Daniel Ayala , Inma Hernández , David Ruiz , Erhard Rahm

The development of different theories of discourse structure has led to the establishment of discourse corpora based on these theories. However, the existence of discourse corpora established on different theoretical bases creates…

Computation and Language · Computer Science 2024-07-18 Kun Sun , Rong Wang

Previous data-driven work investigating the types and distributions of discourse relation signals, including discourse markers such as 'however' or phrases such as 'as a result' has focused on the relative frequencies of signal words within…

Computation and Language · Computer Science 2020-10-23 Amir Zeldes , Yang Liu

Low-frequency words place a major challenge for automatic speech recognition (ASR). The probabilities of these words, which are often important name entities, are generally under-estimated by the language model (LM) due to their limited…

Computation and Language · Computer Science 2015-06-17 Xi Ma , Xiaoxi Wang , Dong Wang , Zhiyong Zhang

This paper proposes a novel user-defined keyword spotting framework that accurately detects audio keywords based on text enrollment. Since audio data possesses additional acoustic information compared to text, there are discrepancies…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-23 Youkyum Kim , Jaemin Jung , Jihwan Park , Byeong-Yeol Kim , Joon Son Chung

We are proposing a simple, but efficient basic approach for a number of multilingual and cross-lingual language technology applications that are not limited to the usual two or three languages, but that can be applied with relatively little…

Computation and Language · Computer Science 2007-05-23 Ralf Steinberger , Bruno Pouliquen , Camelia Ignat

The availability of parallel texts is crucial to the performance of machine translation models. However, most of the world's languages face the predominant challenge of data scarcity. In this paper, we propose strategies to synthesize…

Computation and Language · Computer Science 2024-02-06 Md Mahfuz Ibn Alam , Sina Ahmadi , Antonios Anastasopoulos

This paper formulates and evaluates a series of multi-unit measures of directional association, building on the pairwise {\Delta}P measure, that are able to quantify association in sequences of varying length and type of representation.…

Computation and Language · Computer Science 2021-04-06 Jonathan Dunn

The development of automated approaches to linguistic acceptability has been greatly fostered by the availability of the English CoLA corpus, which has also been included in the widely used GLUE benchmark. However, this kind of research for…

Computation and Language · Computer Science 2022-10-14 Daniela Trotta , Raffaele Guarasci , Elisa Leonardelli , Sara Tonelli

Conversation requires a substantial amount of coordination between dialogue participants, from managing turn taking to negotiating mutual understanding. Part of this coordination effort surfaces as the reuse of linguistic behaviour across…

Computation and Language · Computer Science 2024-05-15 Esam Ghaleb , Marlou Rasenberg , Wim Pouw , Ivan Toni , Judith Holler , Aslı Özyürek , Raquel Fernández

We present an algorithm that takes an unannotated corpus as its input, and returns a ranked list of probable morphologically related pairs as its output. The algorithm tries to discover morphologically related pairs by looking for pairs…

Computation and Language · Computer Science 2007-05-23 Marco Baroni , Johannes Matiasek , Harald Trost

The article observes data analysis of 286 multi-word expressions (MWEs) based on 16 lexical, grammatical and other criteria described in theoretical books and papers on the notion of idiomaticity. MWEs were collected from the same…

Computation and Language · Computer Science 2026-05-20 Elena Mikhalkova , Anastasiya Vishnyakova , Anastasiya Drozdova , Polina Gavin , Aleksander Zhmykhov , Timofey Protasov

The performance of multilingual pretrained models is highly dependent on the availability of monolingual or parallel text present in a target language. Thus, the majority of the world's languages cannot benefit from recent progress in NLP…

Computation and Language · Computer Science 2022-04-07 Xinyi Wang , Sebastian Ruder , Graham Neubig