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helemanc/README.md

Hi there, I'm Eleonora Mancini 👋

Research Scientist 🎶

I am a Research Scientist at Deezer, working on NLP and multimodal representation learning. I hold a PhD in Computer Science & Engineering from the University of Bologna (Language Technologies Lab), where I investigated how AI interprets human expressive signals across voice, language, and music.

🧠 Research Interests

  • Multimodal Learning (speech × text × audio × music)
  • Music Information Retrieval & creative AI
  • Speech & paralinguistic signal modeling
  • Large Language Models & cross-domain transfer
  • Explainable & perceptually-grounded model interpretation
  • Multimodal Argument Mining & political discourse analysis
  • AI for clinical assessment (Parkinson's, depression)

🔗 Connect with me

Platform Link
🌐 Website https://helemanc.github.io
💼 LinkedIn https://www.linkedin.com/in/eleonora-mancini/
🎓 Google Scholar https://scholar.google.com/citations?user=1Qk3rogAAAAJ
✉️ Email [email protected]

🧰 Tools & Frameworks

Python · PyTorch · TensorFlow · HuggingFace Transformers · SpeechBrain
Large-scale training on HPC clusters (Compute Canada, CINECA Leonardo, UniBo HPC)

Pinned Loading

  1. audio-based-lyrics-matching audio-based-lyrics-matching Public

    Official Implementation of the paper "Leveraging Whisper Embeddings for Audio-based Lyrics Matching"

    Python 16 1

  2. nlp-unibo/multimodal-am nlp-unibo/multimodal-am Public

    Official repository of the paper: "Multimodal Argument Mining: A Case Study in Political Debates"

    Python 8

  3. MarcelloSimonati/DeepImageDeblurring MarcelloSimonati/DeepImageDeblurring Public

    Deep Convolutional approaches for Gaussian and Motion Blur removal.

    Python 9 1

  4. PartyNAO PartyNAO Public

    Python application to create a choreography for the NAO robot so that is fully automatically using AI techniques and suitable for the song that is selected randomly.

    Python 15 1

  5. parkinsons-speech-xai parkinsons-speech-xai Public

    XAI methods analysis for Parkinson's Detection from speech.

    Python 2

  6. fpaissan/lmac-td-code fpaissan/lmac-td-code Public

    Official Implementation of LMAC-TD: Producing Time Domain Explanations for Audio Classifiers

    Python 3