Projects
Selected research, coursework and engineering projects. Prototype status is shown explicitly where work is still exploratory.
Research and engineering
- Auxiliary adaptation of full-duplex dialogue models MSc dissertation on adapting and evaluating full-duplex models for conversational coordination.
- Moshi turn-taking data pipeline Reproducible data pipeline for preparing conversational audio and turn-control labels for dialogue-model adaptation.
Coursework and degree work
- Reward hacking under GRPO ATNLP coursework on GRPO for mathematical reasoning, focused on failure cases where the reward signal encourages shallow shortcuts.
- WFST-based ASR decoding ASR coursework implementing a WFST decoder with beam pruning, silence modelling, and KenLM language-model scoring.
- Histopathology image segmentation Computer vision coursework: UNet nucleus segmentation, then supervised and SimCLR-based classification.
- Biological knowledge-graph construction Amsterdam University College research project using transformer-assisted relation extraction on PubMed abstracts.