3 papers
cs.CL2026
Self-attention vector output similarities reveal how machines pay attention
Tal Halevi, Yarden Tzach, Ronit D. Gross +2
The self-attention mechanism has significantly advanced the field of natural language processing, facilitating the development of advanced language-learning machines. Although its…
cs.CL2026
Single-Nodal Spontaneous Symmetry Breaking in NLP Models
Shalom Rosner, Ronit D. Gross, Ella Koresh +1
Spontaneous symmetry breaking in statistical mechanics primarily occurs during phase transitions at the thermodynamic limit where the Hamiltonian preserves inversion symmetry, yet…
cs.CL2025
Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning
Yarden Tzach, Ronit D. Gross, Ella Koresh +4
Natural language processing (NLP) enables the understanding and generation of meaningful human language, typically using a pre-trained complex architecture on a large dataset to le…