3 citations · 6 across the 4 of their papers we have counts for
4 papers
Improving Causal Interventions in Amnesic Probing with Mean Projection or LEACE
Alicja Dobrzeniecka, Antske Fokkens, Pia Sommerauer
Amnesic probing is a technique used to examine the influence of specific linguistic information on the behaviour of a model. This involves identifying and removing the relevant inf…
The Role of Interactive Visualization in Explaining (Large) NLP Models: from Data to Inference
Richard Brath, Daniel Keim, Johannes Knittel +3
With a constant increase of learned parameters, modern neural language models become increasingly more powerful. Yet, explaining these complex model's behavior remains a widely uns…
Better Hit the Nail on the Head than Beat around the Bush: Removing Protected Attributes with a Single Projection
Pantea Haghighatkhah, Antske Fokkens, Pia Sommerauer +2
Bias elimination and recent probing studies attempt to remove specific information from embedding spaces. Here it is important to remove as much of the target information as possib…
Firearms and Tigers are Dangerous, Kitchen Knives and Zebras are Not: Testing whether Word Embeddings Can Tell
Pia Sommerauer, Antske Fokkens
This paper presents an approach for investigating the nature of semantic information captured by word embeddings. We propose a method that extends an existing human-elicited semant…