no code implementations • ACL (NLP4PosImpact) 2021 • Nikoletta Ventoura, Kosmas Palios, Yannis Vasilakis, Georgios Paraskevopoulos, Nassos Katsamanis, Vassilis Katsouros
Conversational Agents (CAs) can be a proxy for disseminating information and providing support to the public, especially in times of crisis.
no code implementations • 3 Feb 2024 • Nay San, Georgios Paraskevopoulos, Aryaman Arora, Xiluo He, Prabhjot Kaur, Oliver Adams, Dan Jurafsky
Continued pre-training on 70-200 hours of untranscribed speech in these languages can help -- but what about languages without that much recorded data?
Automatic Speech Recognition Automatic Speech Recognition (ASR) +1
1 code implementation • 20 Sep 2023 • Manos Plitsis, Theodoros Kouzelis, Georgios Paraskevopoulos, Vassilis Katsouros, Yannis Panagakis
In this work, we investigate the personalization of text-to-music diffusion models in a few-shot setting.
1 code implementation • 30 May 2023 • Theodoros Kouzelis, Georgios Paraskevopoulos, Athanasios Katsamanis, Vassilis Katsouros
The study of speech disorders can benefit greatly from time-aligned data.
no code implementations • 24 Mar 2023 • Ilias Triantafyllopoulos, Georgios Paraskevopoulos, Alexandros Potamianos
Motivated by psychological literature we propose to incorporate profanity and morality features of posts and words in our architecture using a late fusion scheme.
no code implementations • 31 Dec 2022 • Georgios Paraskevopoulos, Theodoros Kouzelis, Georgios Rouvalis, Athanasios Katsamanis, Vassilis Katsouros, Alexandros Potamianos
Modern speech recognition systems exhibits rapid performance degradation under domain shift.
no code implementations • 1 Dec 2022 • Odysseas S. Chlapanis, Georgios Paraskevopoulos, Alexandros Potamianos
Multimodal learning pipelines have benefited from the success of pretrained language models.
1 code implementation • 3 Oct 2022 • Christina Sartzetaki, Georgios Paraskevopoulos, Alexandros Potamianos
We propose a novel deep architecture for the task of reasoning about social interactions in videos.
no code implementations • 28 Apr 2022 • Efthymios Georgiou, Kosmas Kritsis, Georgios Paraskevopoulos, Athanasios Katsamanis, Vassilis Katsouros, Alexandros Potamianos
Recent deep learning Text-to-Speech (TTS) systems have achieved impressive performance by generating speech close to human parity.
1 code implementation • 24 Jan 2022 • Georgios Paraskevopoulos, Efthymios Georgiou, Alexandros Potamianos
Current deep learning approaches for multimodal fusion rely on bottom-up fusion of high and mid-level latent modality representations (late/mid fusion) or low level sensory inputs (early fusion).
Ranked #7 on Multimodal Sentiment Analysis on CMU-MOSEI (using extra training data)
no code implementations • 30 Oct 2021 • Emmanouil Zaranis, Georgios Paraskevopoulos, Athanasios Katsamanis, Alexandros Potamianos
Specifically, during finetuning we propose to use three objectives: response language modeling, sentiment understanding, and empathy forcing.
1 code implementation • 13 Oct 2021 • Vasiliki Kouni, Georgios Paraskevopoulos, Holger Rauhut, George C. Alexandropoulos
In this paper, we propose a new deep unfolding neural network based on the ADMM algorithm for analysis Compressed Sensing.
no code implementations • 14 Apr 2021 • Georgios Paraskevopoulos, Efthymios Tzinis, Nikolaos Ellinas, Theodoros Giannakopoulos, Alexandros Potamianos
We examine the use of linear and non-linear dimensionality reduction algorithms for extracting low-rank feature representations for speech emotion recognition.
1 code implementation • NAACL 2021 • Constantinos Karouzos, Georgios Paraskevopoulos, Alexandros Potamianos
In this work we explore Unsupervised Domain Adaptation (UDA) of pretrained language models for downstream tasks.
Ranked #1 on Sentiment Analysis on Multi-Domain Sentiment Dataset
no code implementations • ACL 2020 • Georgios Paraskevopoulos, Srinivas Parthasarathy, Aparna Khare, Shiva Sundaram
We particularly focus on the scene context provided by the visual information, to ground the ASR.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +1
no code implementations • 29 Apr 2020 • Georgios Paraskevopoulos, Srinivas Parthasarathy, Aparna Khare, Shiva Sundaram
We particularly focus on the scene context provided by the visual information, to ground the ASR.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +1
1 code implementation • 9 Nov 2018 • Efthymios Tzinis, Georgios Paraskevopoulos, Christos Baziotis, Alexandros Potamianos
We investigate the performance of features that can capture nonlinear recurrence dynamics embedded in the speech signal for the task of Speech Emotion Recognition (SER).
Ranked #46 on Emotion Recognition in Conversation on IEMOCAP
Emotion Recognition in Conversation Speech Emotion Recognition
1 code implementation • 1 Jun 2018 • Georgios Paraskevopoulos, Efthymios Tzinis, Emmanouil-Vasileios Vlatakis-Gkaragkounis, Alexandros Potamianos
We present a novel view of nonlinear manifold learning using derivative-free optimization techniques.
3 code implementations • SEMEVAL 2018 • Christos Baziotis, Nikos Athanasiou, Pinelopi Papalampidi, Athanasia Kolovou, Georgios Paraskevopoulos, Nikolaos Ellinas, Alexandros Potamianos
In this paper we present two deep-learning systems that competed at SemEval-2018 Task 3 "Irony detection in English tweets".
3 code implementations • SEMEVAL 2018 • Christos Baziotis, Nikos Athanasiou, Alexandra Chronopoulou, Athanasia Kolovou, Georgios Paraskevopoulos, Nikolaos Ellinas, Shrikanth Narayanan, Alexandros Potamianos
In this paper we present deep-learning models that submitted to the SemEval-2018 Task~1 competition: "Affect in Tweets".
3 code implementations • SEMEVAL 2018 • Christos Baziotis, Nikos Athanasiou, Georgios Paraskevopoulos, Nikolaos Ellinas, Athanasia Kolovou, Alexandros Potamianos
In this paper we present a deep-learning model that competed at SemEval-2018 Task 2 "Multilingual Emoji Prediction".