This Reads Like That: Deep Learning for Interpretable Natural Language Processing

1 code implementation • 25 Oct 2023 • Claudio Fanconi, Moritz Vandenhirtz, Severin Husmann, Julia E. Vogt

Prototype learning, a popular machine learning method designed for inherently interpretable decisions, leverages similarities to learned prototypes for classifying new data.

Sentence Sentence Embeddings

Natural Language Processing Methods to Identify Oncology Patients at High Risk for Acute Care with Clinical Notes

2 code implementations • 28 Sep 2022 • Claudio Fanconi, Marieke van Buchem, Tina Hernandez-Boussard

Clinical notes are an essential component of a health record.

This Looks Like That... Does it? Shortcomings of Latent Space Prototype Interpretability in Deep Networks

1 code implementation • 5 May 2021 • Adrian Hoffmann, Claudio Fanconi, Rahul Rade, Jonas Kohler

Deep neural networks that yield human interpretable decisions by architectural design have lately become an increasingly popular alternative to post hoc interpretation of traditional black-box models.

Explainable artificial intelligence Image Classification +1