Keywords:
- Age prediction
- Alzheimer's disease
- Author profiling
- automatic speech recognition (ASR)
- Bag OF Words
- BERT
- bias
- bias aware
- Computational linguistics
- Contextual Adaptation
- Contextual Entrepreneurship
- Cross-modal Alignment
- Cross-modal Attentio
- Cross-modal Attention
- Data Selection
- deep learning
- deep learning models
- depression detection
- Domain Classification
- Early Risk Detection
- Etrepreneurial Challenges
- explainability
- F1 score
- fact checking
- factual reporting
- finite-state transducers
- Gender prediction
- GPU decoding
- Graph Convolutional Networks
- Graph Neural Networks
- health care
- Human-Computer Interaction
- Industry Context
- information verification
- Intelligent Systems
- Intent Classification
- Inter-pretable Models
- Interpretability
- Interpretable Models
- knowledge distillation
- Language Production
- Large Language Models
- limited training data
- Location prediction
- low-resource domains
- machine learning
- media bias
- Medical Sector
- Mental Health
- Mental Lexicon
- Mexican Tourist Text
- Multi-modal Approach
- multimodal analysis
- Multimodal classification
- multitask learning
- multitask training
- Nahuatl and Spanish utterances
- named entity recognition
- natural language porcessing
- Natural language processing
- Natural Language Understanding
- news media
- node weighted graphs
- Occupation prediction
- online speech recognition
- Operant Motive Test
- pseudo-labelling
- Psycholinguistics
- Raw Speech
- real-time speech recognition
- Recommendation System
- reinforcement learning
- reliability estimation
- resources and evaluation
- Sentiment Analysis
- Service Robots
- Sexual predators identification
- shallow fusion
- slot filling
- social media analysis
- Speaker change detection
- speaker turn detection
- speech recognition
- Spoken Language Understanding
- streaming transducer
- Supervised Autoencoders
- Text classification
- Text Information Organization Schemes
- Text Mining
- Text Representation
- topic modeling
- transformers
- whisper
- Word Consensus Networks
- Word-Confusion-Networks
- XLSR-Transducer
- Zipformer
Publications of Esaú Villatoro-Tello
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2024
| DAIC-WOZ: On the Validity of Using the Therapist's prompts in Automatic Depression Detection from Clinical Interviews, , , , , and , in: Proceedings of the 6th Clinical Natural Language Processing Workshop, Mexico City, Mexico, pages 82–90, Association for Computational Linguistics, 2024 |
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| Fast Streaming Transducer ASR Prototyping via Knowledge Distillation with Whisper, , , , , , , , and , Idiap-RR-10-2024 |
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| Fast Streaming Transducer ASR Prototyping via Knowledge Distillation with Whisper, , , , , , , , and , in: Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, ACL, 2024 |
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| Mapping the Media Landscape: Predicting Factual Reporting and Political Bias Through Web Interactions, , , and , in: Proceedings of the 15th International Conference of the CLEF Association: Experimental IR Meets Multilinguality, Multimodality, and Interaction, Grenoble, France, pages 127-138, Springer Nature Switzerland, 2024 |
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| Multitask Speech Recognition and Speaker Change Detection for Unknown Number of Speakers, , , , , , , and , in: Proceedings of the 49th IEEE International Conference on Acoustics, Speech, & Signal Processing (ICASSP) 2024, Seoul, Republic of Korea, pages 12592-12596, IEEE, 2024 |
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| Natural Language Understanding for Navigation of Service Robots in Low-Resource Domains and Languages: Scenarios in Spanish and Nahuatl, , , , and , in: Mathematics, 12(8), 2024 |
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| Probability-Aware Word-Confusion-Network-to-Text Alignment Approach for Intent Classification, , , , , , , and , in: Proceedings of the 49th IEEE International Conference on Acoustics, Speech, & Signal Processing (ICASSP) 2024, Seoul, Republic of Korea, pages 12617-12621, IEEE, 2024 |
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| Reliability Estimation of News Media Sources: Birds of a Feather Flock Together, , , and , in: Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Mexico City, Mexico, pages 6900–6918, Association for Computational Linguistics, 2024 |
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| Sentiment Analysis using pretrained LLMs, , and , Idiap-RR-05-2024 |
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| Temporal fine-tuning for early risk detection, , , and , in: Memorias De Las JAIIO, Argentina, pages 137-149, 2024 |
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| TokenVerse: Towards Unifying Speech and NLP Tasks via Transducer-based ASR, , , , , , , , and , in: Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, pages 20988–20995, Association for Computational Linguistics (ACL), 2024 |
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| TokenVerse: Unifying Speech and NLP Tasks via Transducer-based ASR, , , , , , , , and , Idiap-RR-07-2024 |
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| XLSR-Transducer: Streaming ASR for Self-Supervised Pretrained Models, , , , , , , and , Idiap-RR-08-2024 |
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2023
| A lexical-availability-based framework from short communications for automatic personality identification, , , , and , in: Cognitive Systems Research, 79:126-137, 2023 |
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| Effectiveness of Text, Acoustic, and Lattice-based representations in Spoken Language Understanding tasks, , , , , , , , and , in: Proceedings of the 2023 IEEE International Conference on Acoustics, Speech and Signal Processing, 2023 |
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| Enhancing Multi-modal Classification of Violent Events using Image Captioning, , and , in: Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2023), CEUR Workshop Proceedings, Jaén, Spain, 2023 |
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| Implementing contextual biasing in GPU decoder for online ASR, , , , , , and , Idiap-RR-02-2023 |
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| Implementing contextual biasing in GPU decoder for online ASR, , , , , , and , in: Proc. Interspeech 2023, 2023 |
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| Intelligent Technologies: Concepts, Applications, and Future Directions, Volume 2, and , Springer, volume 1098, 2023 |
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| Node-weighted Graph Convolutional Network for Depression Detection in Transcribed Clinical Interviews, , , and , Idiap-RR-03-2023 |
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| Node-weighted Graph Convolutional Network for Depression Detection in Transcribed Clinical Interviews, , , and , in: Proceedings of Interspeech, 2023 |
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2022
| Applying Attention Based Models for Detecting Cognitive Processes and Mental Health Conditions, , , and , Idiap-RR-01-2022 |
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| Classifying the Social Media Author Profile Through a Multimodal Representation, , , and , in: Intelligent Technologies: Concepts, Applications, and Future Directions. Studies in Computational Intelligence, Springer, 2022 |
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| Expanded Lattice Embeddings for Spoken Document Retrieval on Informal Meetings, , , , and , Idiap-RR-06-2022 |
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| Expanded Lattice Embeddings for Spoken Document Retrieval on Informal Meetings, , , , and , in: Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, ACM, 2022 |
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| IDIAPers @ Causal News Corpus 2022: Efficient Causal Relation Identification Through a Prompt-based Few-shot Approach, , , , , , and , Idiap-RR-13-2022 |
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| IDIAPers @ Causal News Corpus 2022: Efficient Causal Relation Identification Through a Prompt-based Few-shot Approach, , , , , , and , in: The 5th Workshop on Challenges and Applications of Automated Extraction of Socio-political Events from Text (CASE @ EMNLP 2022), 2022 |
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| IDIAPers @ Causal News Corpus 2022: Extracting Cause-Effect-Signal Triplets via Pre-trained Autoregressive Language Model, , , , , , and , Idiap-RR-12-2022 |
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| IDIAPers @ Causal News Corpus 2022: Extracting Cause-Effect-Signal Triplets via Pre-trained Autoregressive Language Model, , , , , , and , in: The 5th Workshop on Challenges and Applications of Automated Extraction of Socio-political Events from Text (CASE @ EMNLP 2022), 2022 |
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| Leveraging Events Sub-Categories for Violent-Events Detection in Social Media, , and , in: Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2022), 2022 |
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| Natural Language Processing in Healthcare, , , , and , Taylor & Francis Groups, 2022 |
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| The Winning Approach for the Recommendation Systems Shared Task @REST_MEX 2022, , , , and , in: Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2022), 2022 |
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2021
| Analysis of Vector Representations in Maintenance Logs in the Industry: Towards an Information Retrieval System, , , and , in: Journal of Research in Computing Science, 2021 |
| Applying Attention-Based Models for Detecting Cognitive Processes and Mental Health Conditions, , , and , in: Cognitive Computation:18, 2021 |
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