On the Recall Scaling Laws in Mamba: A Theoretical and Mechanistic Study via Hashing
Yuval Koren · Assaf Ben-Kish · Raja Giryes · Lior Wolf · Itamar Zimerman
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Yuval Koren · Assaf Ben-Kish · Raja Giryes · Lior Wolf · Itamar Zimerman
Roy Eisenstadt · Ido Cohen · Edo Cohen-Karlik · Lior Wolf · Itamar Zimerman
Ido Andrew Atad · Itamar Zimerman · Shahar Katz · Lior Wolf
Attention matrices are fundamental to transformer research, supporting a broad range of applications including interpretability, visualization, manipulation, and distillation. Yet, most existing analyses focus on individual attention heads or layers, failing to account for the model’s global beha...
Bar Alon · Itamar Zimerman · Lior Wolf
Large language models (LLMs) achieve strong performance and have revolutionized NLP, but their lack of explainability keeps them treated as black boxes, limiting their use in domains that demand transparency and trust. A promising direction to address this issue is post-hoc text-based explanation...