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Detecting AI-generated code, deepfakes, and other synthetic content is an emerging research challenge. As code generated by Large Language Models (LLMs) becomes more common, identifying the specific model behind each sample is increasingly…

This paper provides a computational analysis of poetry reading audio signals at a large scale to unveil the musicality within professionally-read poems. Although the acoustic characteristics of other types of spoken language have been…

Sound · Computer Science 2024-04-02 Kahyun Choi , Minje Kim

In recent years, the increasing use of Artificial Intelligence based text generation tools has posed new challenges in document provenance, authentication, and authorship detection. However, advancements in stylometry have provided…

Computation and Language · Computer Science 2024-01-15 Muhammad Tayyab Zamir , Muhammad Asif Ayub , Asma Gul , Nasir Ahmad , Kashif Ahmad

Many features from texts and languages can now be inferred from statistical analyses using concepts from complex networks and dynamical systems. In this paper we quantify how topological properties of word co-occurrence networks and…

Physics and Society · Physics 2013-02-20 Diego R. Amancio , Eduardo G. Altmann , Osvaldo N. Oliveira , Luciano da F. Costa

Text network analysis has received increasing attention as a consequence of its wide range of applications. In this work, we extend a previous work founded on the study of topological features of mesoscopic networks. Here, the geometrical…

Computation and Language · Computer Science 2018-07-10 Henrique F. de Arruda , Vanessa Q. Marinho , Thales S. Lima , Diego R. Amancio , Luciano da F. Costa

In most cases, the lack of parallel corpora makes it impossible to directly train supervised models for the text style transfer task. In this paper, we explore training algorithms that instead optimize reward functions that explicitly…

Computation and Language · Computer Science 2021-05-14 Yixin Liu , Graham Neubig , John Wieting

Style analysis, which is relatively a less explored topic, enables several interesting applications. For instance, it allows authors to adjust their writing style to produce a more coherent document in collaboration. Similarly, style…

Computation and Language · Computer Science 2023-03-03 Muhammad Tayyab Zamir , Muhammad Asif Ayub , Jebran Khan , Muhammad Jawad Ikram , Nasir Ahmad , Kashif Ahmad

Formal verse poetry imposes strict constraints on the meter and rhyme scheme of poems. Most prior work on generating this type of poetry uses existing poems for supervision, which are difficult to obtain for most languages and poetic forms.…

Computation and Language · Computer Science 2022-10-31 Aitor Ormazabal , Mikel Artetxe , Manex Agirrezabal , Aitor Soroa , Eneko Agirre

We propose MelodySim, a melody-aware music similarity model and dataset for plagiarism detection. First, we introduce a novel method to construct a dataset focused on melodic similarity. By augmenting Slakh2100, an existing MIDI dataset, we…

Sound · Computer Science 2025-11-20 Tongyu Lu , Charlotta-Marlena Geist , Jan Melechovsky , Abhinaba Roy , Dorien Herremans

The task of deciding whether two documents are written by the same author is challenging for both machines and humans. This task is even more challenging when the two documents are written about different topics (e.g. baseball vs. politics)…

Computation and Language · Computer Science 2024-08-12 Steven Fincke , Elizabeth Boschee

We propose string compressibility as a descriptor of temporal structure in audio, for the purpose of determining musical similarity. Our descriptors are based on computing track-wise compression rates of quantised audio features, using…

Information Retrieval · Computer Science 2014-09-30 Peter Foster , Matthias Mauch , Simon Dixon

Quantum computing can be employed in computer-aided music composition to control various attributes of the music at different structural levels. This article describes the application of quantum simulation to model compositional decision…

Quantum Physics · Physics 2025-05-28 Christopher Dobrian , Omar Costa Hamido

Several complex systems are characterized by presenting intricate characteristics taking place at several scales of time and space. These multiscale characterizations are used in various applications, including better understanding…

Computation and Language · Computer Science 2023-05-12 Bárbara C. e Souza , Filipi N. Silva , Henrique F. de Arruda , Giovana D. da Silva , Luciano da F. Costa , Diego R. Amancio

Stylometry is the study of the unique linguistic styles and writing behaviors of individuals. It belongs to the core task of text categorization like authorship identification, plagiarism detection etc. Though reasonable number of studies…

Computation and Language · Computer Science 2013-02-26 Tanmoy Chakraborty

Academic benchmarks for coding agents tend to reward autonomous task completion, measured by verifiable rewards such as unit-test success. In contrast, real-world coding agents operate with humans in the loop, where success signals are…

Artificial Intelligence · Computer Science 2026-03-05 Xingyao Wang , Valerie Chen , Heng Ji , Graham Neubig

Quantification has been proven to be a particularly difficult linguistic phenomenon for (Multimodal) Large Language Models (MLLMs). However, given that quantification interfaces with the logic, pragmatic, and numerical domains, the exact…

Computation and Language · Computer Science 2026-03-26 Raquel Montero , Natalia Moskvina , Paolo Morosi , Tamara Serrano , Elena Pagliarini , Evelina Leivada

Interpretability is an important area of research for safe deployment of machine learning systems. One particular type of interpretability method attributes model decisions to input features. Despite active development, quantitative…

Machine Learning · Computer Science 2019-11-06 Mengjiao Yang , Been Kim

Beat and downbeat tracking models have improved significantly in recent years with the introduction of deep learning methods. However, despite these improvements, several challenges remain. Particularly, the adaptation of available models…

Sound · Computer Science 2023-04-17 Lucas S. Maia , Martín Rocamora , Luiz W. P. Biscainho , Magdalena Fuentes

Metric functions for phoneme perception capture the similarity structure among phonemes in a given language and therefore play a central role in phonology and psycho-linguistics. Various phenomena depend on phoneme similarity, such as…

Machine Learning · Computer Science 2018-09-24 Yair Lakretz , Gal Chechik , Evan-Gary Cohen , Alessandro Treves , Naama Friedmann

Attribution methods can provide powerful insights into the reasons for a classifier's decision. We argue that a key desideratum of an explanation method is its robustness to input hyperparameters which are often randomly set or empirically…

Computer Vision and Pattern Recognition · Computer Science 2020-04-14 Naman Bansal , Chirag Agarwal , Anh Nguyen