Time-continuous Estimation of Emotion in Music with Recurrent Neural Networks. - Thomas Pellegrini; Valentin Barrière (MediaEval, 2015)

Hybrid models for opinion analysis in speech interactions. - Valentin Barrière (ICMI, 2017)

Opinion Dynamics Modeling for Movie Review Transcripts Classification with Hidden Conditional Random Fields. - Valentin Barrière; Chloé Clavel; Slim Essid (INTERSPEECH, 2017)

Short Review of Sentiment-Based Recommender Systems. - Valentin Barrière; Gérald Kembellec (DTUC, 2018)

Attitude Classification in Adjacency Pairs of a Human-Agent Interaction with Hidden Conditional Random Fields. - Valentin Barrière; Chloé Clavel; Slim Essid (ICASSP, 2018)

May I Check Again? - A simple but efficient way to generate and use contextual dictionaries for Named Entity Recognition. Application to French Legal Texts. - Valentin Barrière; Amaury Fouret (NODALIDA, 2019)

Analyse d'opinion dans les interactions orales. (Opinion analysis in speech interactions). - Valentin Barrière (2019)

Improving Sentiment Analysis over non-English Tweets using Multilingual Transformers and Automatic Translation for Data-Augmentation. - Valentin Barrière; Alexandra Balahur (COLING, 2020)

How does a Pre-Trained Transformer Integrate Contextual Keywords? Application to Humanitarian Computing. - Valentin Barrière; Guillaume Jacquet (ISCRAM, 2021)

WASSA 2021 Shared Task: Predicting Empathy and Emotion in Reaction to News Stories. - Shabnam Tafreshi; Orphée De Clercq; Valentin Barrière; Sven Buechel; João Sedoc; Alexandra Balahur (WASSA@EACL, 2021)

Multimodal Crop Type Classification Fusing Multi-Spectral Satellite Time Series with Farmers Crop Rotations and Local Crop Distribution. - Valentin Barrière; Martin Claverie (CDCEO@IJCAI, 2022)

CoFE: A New Dataset of Intra-Multilingual Multi-target Stance Classification from an Online European Participatory Democracy Platform. - Valentin Barrière; Guillaume Jacquet; Léo Hemamou (AACL/IJCNLP (2), 2022)

Debating Europe: A Multilingual Multi-Target Stance Classification Dataset of Online Debates. - Valentin Barrière; Alexandra Balahur; Brian Ravenet (PoliticalNLP@LREC, 2022)

Opinions in Interactions : New Annotations of the SEMAINE Database. - Valentin Barrière; Slim Essid; Chloé Clavel (LREC, 2022)

WASSA 2022 Shared Task: Predicting Empathy, Emotion and Personality in Reaction to News Stories. - Valentin Barrière; Shabnam Tafreshi; João Sedoc; Sawsan Alqahtani (WASSA@ACL, 2022)

Overview of Touché 2023: Argument and Causal Retrieval. - Alexander Bondarenko 001; Maik Fröbe; Johannes Kiesel; Ferdinand Schlatt; Valentin Barrière; Brian Ravenet; Léo Hemamou; Simon Luck; Jan Heinrich Reimer; Benno Stein 001; Martin Potthast; Matthias Hagen (CLEF (Working Notes), 2023)

Overview of Touché 2023: Argument and Causal Retrieval - Extended Abstract. - Alexander Bondarenko 001; Maik Fröbe; Johannes Kiesel; Ferdinand Schlatt; Valentin Barrière; Brian Ravenet; Léo Hemamou; Simon Luck; Jan Heinrich Reimer; Benno Stein 001; Martin Potthast; Matthias Hagen (ECIR (3), 2023)

Deep Natural Language Feature Learning for Interpretable Prediction. - Felipe Urrutia; Cristian Buc Calderon; Valentin Barrière (EMNLP, 2023)

Findings of WASSA 2023 Shared Task on Empathy, Emotion and Personality Detection in Conversation and Reactions to News Articles. - Valentin Barrière; João Sedoc; Shabnam Tafreshi; Salvatore Giorgi (WASSA@ACL, 2023)

Boosting Crop Classification by Hierarchically Fusing Satellite, Rotational, and Contextual Data. - Valentin Barrière; Martin Claverie; Maja Schneider; Guido Lemoine; Raphaël d'Andrimont (CoRR, 2023)

Targeted Image Data Augmentation Increases Basic Skills Captioning Robustness. - Valentin Barrière; Felipe del Río; Andres Carvallo De Ferari; Carlos Aspillaga; Eugenio Herrera-Berg; Cristian Buc Calderon (CoRR, 2023)

Touché23-ValueEval. - Johannes Kiesel; Nailia Mirzakhmedova; Milad Alshomary; Maximilian Heinrich; Nicolas Handke; Xiaoni Cai; Valentin Barrière; Doratossadat Dastgheib; Omid Ghahroodi; Mohammad Ali Sadraei; Ehsaneddin Asgari; Lea Kawaletz; et al. (Zenodo, 2023)

Touché23-Human-Value-Detection. - Johannes Kiesel; Nailia Mirzakhmedova; Milad Alshomary; Maximilian Heinrich; Nicolas Handke; Xiaoni Cai; Valentin Barrière; Doratossadat Dastgheib; Omid Ghahroodi; Mohammad Ali Sadraei; Ehsaneddin Asgari; Henning Wachsmuth; et al. (Zenodo, 2023)

Touché23-ValueEval. - Johannes Kiesel; Nailia Mirzakhmedova; Milad Alshomary; Maximilian Heinrich; Nicolas Handke; Xiaoni Cai; Valentin Barrière; Doratossadat Dastgheib; Omid Ghahroodi; Mohammad Ali Sadraei; Ehsaneddin Asgari; Lea Kawaletz; et al. (Zenodo, 2023)

Touché23-ValueEval. - Johannes Kiesel; Nailia Mirzakhmedova; Milad Alshomary; Maximilian Heinrich; Nicolas Handke; Xiaoni Cai; Valentin Barrière; Doratossadat Dastgheib; Omid Ghahroodi; Mohammad Ali Sadraei; Ehsaneddin Asgari; Lea Kawaletz; et al. (Zenodo, 2023)

Touché23-ValueEval. - Johannes Kiesel; Nailia Mirzakhmedova; Milad Alshomary; Maximilian Heinrich; Nicolas Handke; Xiaoni Cai; Valentin Barrière; Doratossadat Dastgheib; Omid Ghahroodi; Mohammad Ali Sadraei; Ehsaneddin Asgari; Lea Kawaletz; et al. (Zenodo, 2023)

Are Text Classifiers Xenophobic? A Country-Oriented Bias Detection Method with Least Confounding Variables. - Valentin Barrière; Sebastian Cifuentes (LREC/COLING, 2024)

The Touché23-ValueEval Dataset for Identifying Human Values behind Arguments. - Nailia Mirzakhmedova; Johannes Kiesel; Milad Alshomary; Maximilian Heinrich; Nicolas Handke; Xiaoni Cai; Valentin Barrière; Doratossadat Dastgheib; Omid Ghahroodi; Mohammad Ali Sadraei Javaheri; Ehsaneddin Asgari; Lea Kawaletz; et al. (LREC/COLING, 2024)

A Study of Nationality Bias in Names and Perplexity using Off-the-Shelf Affect-related Tweet Classifiers. - Valentin Barrière; Sebastian Cifuentes (EMNLP, 2024)

Findings of WASSA 2024 Shared Task on Empathy and Personality Detection in Interactions. - Salvatore Giorgi; João Sedoc; Valentin Barrière; Shabnam Tafreshi (WASSA, 2024)

Scrapping The Web For Early Wildfire Detection. - Mateo Lostanlen; Felix Veith; Cristian Buc; Valentin Barrière (CoRR, 2024)

Fantastic Biases (What are They) and Where to Find Them. - Valentin Barrière (CoRR, 2024)

Touché23-ValueEval. - Johannes Kiesel; Nailia Mirzakhmedova; Milad Alshomary; Maximilian Heinrich; Nicolas Handke; Xiaoni Cai; Valentin Barrière; Doratossadat Dastgheib; Omid Ghahroodi; Mohammad Ali Sadraei; Ehsaneddin Asgari; Lea Kawaletz; et al. (Zenodo, 2024)

StandUp4AI: A New Multilingual Dataset for Humor Detection in Stand-up Comedy Videos. - Valentin Barrière; Nahuel Gomez; Léo Hemamou; Sofía Callejas; Brian Ravenet (CoRR, 2025)