29 citations · 53 across the 26 of their papers we have counts for
3 papers · 1 filter
Emergent Linguistic Structures in Neural Networks are Fragile
Emanuele La Malfa, Matthew Wicker, Marta Kwiatkowska
Large Language Models (LLMs) have been reported to have strong performance on natural language processing tasks. However, performance metrics such as accuracy do not measure the qu…
Deep Neural Networks as Complex Networks
Emanuele La Malfa, Gabriele La Malfa, Claudio Caprioli +2
Deep Neural Networks are, from a physical perspective, graphs whose `links` and `vertices` iteratively process data and solve tasks sub-optimally. We use Complex Network Theory (CN…
The King is Naked: on the Notion of Robustness for Natural Language Processing
Emanuele La Malfa, Marta Kwiatkowska
There is growing evidence that the classical notion of adversarial robustness originally introduced for images has been adopted as a de facto standard by a large part of the NLP re…