On the linguistic representational power of neural machine translation models

Y Belinkov, N Durrani, F Dalvi, H Sajjad… - Computational …, 2020 - direct.mit.edu
Despite the recent success of deep neural networks in natural language processing and
other spheres of artificial intelligence, their interpretability remains a challenge. We analyze …

[HTML][HTML] Negation and speculation in NLP: a Survey, Corpora, methods, and applications

A Mahany, H Khaled, NS Elmitwally, N Aljohani… - Applied Sciences, 2022 - mdpi.com
Negation and speculation are universal linguistic phenomena that affect the performance of
Natural Language Processing (NLP) applications, such as those for opinion mining and …

[PDF][PDF] A review corpus annotated for negation, speculation and their scope.

N Konstantinova, SCM De Sousa, NPC Díaz… - Lrec, 2012 - lrec.elra.info
This paper presents a freely available resource for research on handling negation and
speculation in review texts. The SFU Review Corpus, consisting of 400 documents of movie …

SFU ReviewSP-NEG: a Spanish corpus annotated with negation for sentiment analysis. A typology of negation patterns

SM Jiménez-Zafra, M Taulé, MT Martín-Valdivia… - Language Resources …, 2018 - Springer
In this paper, we present SFU Review SP-NEG, the first Spanish corpus annotated with
negation with a wide coverage freely available. We describe the methodology applied in the …

Corpora annotated with negation: An overview

SM Jiménez-Zafra, R Morante… - Computational …, 2020 - aclanthology.org
Negation is a universal linguistic phenomenon with a great qualitative impact on natural
language processing applications. The availability of corpora annotated with negation is …

[HTML][HTML] Creating an ignorance-base: Exploring known unknowns in the scientific literature

MR Boguslav, NM Salem, EK White, KJ Sullivan… - Journal of biomedical …, 2023 - Elsevier
Background: Scientific discovery progresses by exploring new and uncharted territory. More
specifically, it advances by a process of transforming unknown unknowns first into known …

[PDF][PDF] La negación en español: análisis y tipología de patrones de negación

MA Martí, M Taulé, M Nofre, L Marsó… - … del Lenguaje Natural, 2016 - redalyc.org
En este artículo se presentan los criterios aplicados para la anotación del corpus SFU
Review SP-NEG con negación y la tipología lingüística correspondiente. Esta tipología …

Negation scope detection with recurrent neural networks models in review texts

L Lazib, Y Zhao, B Qin, T Liu - International Journal of High …, 2019 - inderscienceonline.com
Identifying negation scopes in a text is an important subtask of information extraction that
can benefit other natural language processing tasks, like relation extraction, question …

An overview of biomolecular event extraction from scientific documents

JA Vanegas, S Matos, F González… - … methods in medicine, 2015 - Wiley Online Library
This paper presents a review of state‐of‐the‐art approaches to automatic extraction of
biomolecular events from scientific texts. Events involving biomolecules such as genes …

Supervised Learning for Negation Scope Detection n Arabic Texts

A Mahany, MM Fouad, A Aloraini… - 2021 Tenth …, 2021 - ieeexplore.ieee.org
The research in detecting the negation in Arabic is limited due to the unavailability of Arabic
corpora targeting this phenomenon. The negation detection affects a set of subfields in the …