Elia Bruni

The ICL Consistency Test

2023 · arXiv (Cornell University)

Just like the previous generation of task-tuned models, large language models (LLMs) that are adapted to tasks via prompt-based methods like in-context-learning (ICL) perform well in some setups but not in others. This lack of …

Agents generalize to novel levels of abstraction by using adaptive linguistic strategies

2025

We study abstraction in an emergent communication paradigm. In emergent communication, two artificial neural network agents develop a language while solving a communicative task. In this study, the agents play a concept-level reference game. This …