Internship - Master thesis project in: Efficient Neural Models for Large-Scale Entity Matching - Amsterdam
4 weken geleden
Job summary
This master thesis project aims to investigate whether compact neural architectures can outperform the current TF-IDF-based entity-matching system under realistic deployment constraints.The student will examine fundamental trade-offs between predictive performance, inference speed, memory footprint,
and large-scale catalogue feasibility.
- Duties include conducting in-depth literature exploration,
formulating hypotheses, - designing implementing and empirically evaluating lightweight model families such as cross-encoders,
bi-encoders, - and other efficient variants for short-text entity normalisation.
Functieomschrijving
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Soortgelijke banen
This master thesis is a research project aimed at rigorously investigating whether compact neural architectures can meaningfully outperform our current TF‑IDF–based entity‑matching system—the strongest baseline in production—under realistic deployment constraints. · ...
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