2 papers
cs.CL2024
Frame Representation Hypothesis: Multi-Token LLM Interpretability and Concept-Guided Text Generation
Pedro H. V. Valois, Lincon S. Souza, Erica K. Shimomoto +1
Interpretability is a key challenge in fostering trust for Large Language Models (LLMs), which stems from the complexity of extracting reasoning from model's parameters. We present…
cs.LG2024
Second-order difference subspace
Kazuhiro Fukui, Pedro H. V. Valois, Lincon Souza +1
Subspace representation is a fundamental technique in various fields of machine learning. Analyzing a geometrical relationship among multiple subspaces is essential for understandi…