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A Survey on Spoken Italian Datasets and Corpora

arXiv 2501.06557 ↗First posted 11 Jan 2025cs.CL cs.AI cs.DLcited by 0

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Abstract (arXiv)

Spoken language datasets are vital for advancing linguistic research, Natural Language Processing, and speech technology. However, resources dedicated to Italian, a linguistically rich and diverse Romance language, remain underexplored compared to major languages like English or Mandarin. This survey provides a comprehensive analysis of 66 spoken Italian datasets, highlighting their characteristics, methodologies, and applications. The datasets are categorized by speech type, source and context, and demographic and linguistic features, with a focus on their utility in fields such as Automatic Speech Recognition, emotion detection, and education. Challenges related to dataset scarcity, representativeness, and accessibility are discussed alongside recommendations for enhancing dataset creation and utilization. The full dataset inventory is publicly accessible via GitHub and archived on Zenodo, serving as a valuable resource for researchers and developers. By addressing current gaps and proposing future directions, this work aims to support the advancement of Italian speech technologies and linguistic research.

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References · 13

  1. 2022Robust Speech Recognition via Large-Scale Weak Supervisioncited by 4,057
  2. 2021WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processingcited by 1,657
  3. 2020MLS: A Large-Scale Multilingual Dataset for Speech Researchcited by 476
  4. 2021VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretationcited by 463
  5. 2023Speak, Read and Prompt: High-Fidelity Text-to-Speech with Minimal Supervisioncited by 169
  6. 2019Europarl-ST: A Multilingual Corpus For Speech Translation Of Parliamentary Debatescited by 114
  7. 2022Hey ASR System! Why Aren't You More Inclusive? Automatic Speech Recognition Systems' Bias and Proposed Bias Mitigation Techniques. A Literature Reviewcited by 19
  8. 2023ITALIC: An Italian Intent Classification Datasetcited by 10
  9. 2019Analysis of Deep Clustering as Preprocessing for Automatic Speech Recognition of Sparsely Overlapping Speechcited by 8
  10. 2023Custom Data Augmentation for low resource ASR using Bark and Retrieval-Based Voice Conversioncited by 3
  11. 2024Speech Analysis of Language Varieties in Italycited by 3
  12. 2020Consonant gemination in Italian: the nasal and liquid casecited by 2
1 more
  1. 2020RECOApy: Data recording, pre-processing and phonetic transcription for end-to-end speech-based applicationscited by 1

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