Search Results for author: Marc Franco-Salvador

Found 21 papers, 7 papers with code

Few-Shot Learning with Siamese Networks and Label Tuning

1 code implementation ACL 2022 Thomas Müller, Guillermo Pérez-Torró, Marc Franco-Salvador

We study the problem of building text classifiers with little or no training data, commonly known as zero and few-shot text classification.

Few-Shot Learning Few-Shot Text Classification +2

TextMachina: Seamless Generation of Machine-Generated Text Datasets

1 code implementation8 Jan 2024 Areg Mikael Sarvazyan, José Ángel González, Marc Franco-Salvador

Recent advancements in Large Language Models (LLMs) have led to high-quality Machine-Generated Text (MGT), giving rise to countless new use cases and applications.

Boundary Detection

Active Few-Shot Learning with FASL

1 code implementation20 Apr 2022 Thomas Müller, Guillermo Pérez-Torró, Angelo Basile, Marc Franco-Salvador

Recent advances in natural language processing (NLP) have led to strong text classification models for many tasks.

Active Learning Few-Shot Learning +2

A Low Dimensionality Representation for Language Variety Identification

1 code implementation30 May 2017 Francisco Rangel, Marc Franco-Salvador, Paolo Rosso

We compare our LDR method with common state-of-the-art representations and show an increase in accuracy of ~35%.

Overview of AuTexTification at IberLEF 2023: Detection and Attribution of Machine-Generated Text in Multiple Domains

1 code implementation20 Sep 2023 Areg Mikael Sarvazyan, José Ángel González, Marc Franco-Salvador, Francisco Rangel, Berta Chulvi, Paolo Rosso

This paper presents the overview of the AuTexTification shared task as part of the IberLEF 2023 Workshop in Iberian Languages Evaluation Forum, within the framework of the SEPLN 2023 conference.

Attribute Language Modelling +2

Semantically-informed distance and similarity measures for paraphrase plagiarism identification

no code implementations29 May 2018 Miguel A. Álvarez-Carmona, Marc Franco-Salvador, Esaú Villatoro-Tello, Manuel Montes-y-Gómez, Paolo Rosso, Luis Villaseñor-Pineda

Paraphrase plagiarism identification represents a very complex task given that plagiarized texts are intentionally modified through several rewording techniques.

A Resource-Light Method for Cross-Lingual Semantic Textual Similarity

1 code implementation19 Jan 2018 Goran Glavaš, Marc Franco-Salvador, Simone Paolo Ponzetto, Paolo Rosso

In contrast, we propose an unsupervised and a very resource-light approach for measuring semantic similarity between texts in different languages.

Cross-Lingual Information Retrieval Cross-Lingual Semantic Textual Similarity +9

UH-PRHLT at SemEval-2016 Task 3: Combining Lexical and Semantic-based Features for Community Question Answering

no code implementations SEMEVAL 2016 Marc Franco-Salvador, Sudipta Kar, Thamar Solorio, Paolo Rosso

In this work we describe the system built for the three English subtasks of the SemEval 2016 Task 3 by the Department of Computer Science of the University of Houston (UH) and the Pattern Recognition and Human Language Technology (PRHLT) research center - Universitat Polit`ecnica de Val`encia: UH-PRHLT.

Community Question Answering Knowledge Graphs

Aspect On: an Interactive Solution for Post-Editing the Aspect Extraction based on Online Learning

no code implementations LREC 2020 Mara Chinea-Rios, Marc Franco-Salvador, Yassine Benajiba

Experimental results show that Aspect On dramatically reduces the number of user clicks and effort required to post-edit the aspects extracted by the model.

Aspect-Based Sentiment Analysis Aspect Extraction

Five Psycholinguistic Characteristics for Better Interaction with Users

no code implementations17 Dec 2020 Sanja Štajner, Seren Yenikent, Marc Franco-Salvador

When two people pay attention to each other and are interested in what the other has to say or write, they almost instantly adapt their writing/speaking style to match the other.

Binary Classification

What Motivates You? Benchmarking Automatic Detection of Basic Needs from Short Posts

no code implementations ACL 2021 Sanja Stajner, Seren Yenikent, Bilal Ghanem, Marc Franco-Salvador

According to the self-determination theory, the levels of satisfaction of three basic needs (competence, autonomy and relatedness) have implications on people{'}s everyday life and career.

Benchmarking Binary Classification +1

Unsupervised Ranking and Aggregation of Label Descriptions for Zero-Shot Classifiers

no code implementations20 Apr 2022 Angelo Basile, Marc Franco-Salvador, Paolo Rosso

Zero-shot text classifiers based on label descriptions embed an input text and a set of labels into the same space: measures such as cosine similarity can then be used to select the most similar label description to the input text as the predicted label.

Zero and Few-shot Learning for Author Profiling

no code implementations22 Apr 2022 Mara Chinea-Rios, Thomas Müller, Gretel Liz De la Peña Sarracén, Francisco Rangel, Marc Franco-Salvador

We find that entailment-based models out-perform supervised text classifiers based on roberta-XLM and that we can reach 80% of the accuracy of previous approaches using less than 50\% of the training data on average.

Few-Shot Learning

Programming by Example and Text-to-Code Translation for Conversational Code Generation

no code implementations21 Nov 2022 Eli Whitehouse, William Gerard, Yauhen Klimovich, Marc Franco-Salvador

We propose Modular Programs for Text-guided Hierarchical Synthesis (MPaTHS), a method for integrating Programming by Example and text-to-code systems which offers an accessible natural language interface for synthesizing general programs.

Code Translation Program Synthesis

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