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MTA: Multi-Granular Trajectory Alignment for Large Language Model Distillation

Announce Type: replace Abstract: Knowledge distillation is a key technique for compressing large language models (LLMs), but most existing methods align representations at fixed layers or token-level outputs, ignoring how representations evolve across depth. As a result, the student is only weakly guided to capture the teacher's internal relational structure during distillation, which limits knowledge transfer. To address this limitation, we propose Multi-Granular Trajectory Alignment (MTA),...

arXiv CS 7d ago

MTAP deficiency is a novel biomarker in neuroendocrine neoplasms of the lung

Abstract Introduction: MTAP emerges as potential predictive biomarker for MTA-cooperative PRMT5 inhibitors. Although MTAP attracts increasing attention in non-small cell lung cancer, its role in pulmonary neuroendocrine neoplasms (NENs) remains largely unexplored. Methods: Here, we assessed the prevalence of MTAP deficiency in 209 pulmonary NENs using immunohistochemistry (IHC).

bioRxiv 5d ago

The Untold Story of the Google Buses That Took Over San Francisco

Activists in San Francisco’s Mission District weren’t giving up easily. David Campos had taken the baton from Chris Daly as the city Supervisor leading the anti-gentrification advocates, who were anchored in a handful of nonprofit community groups. During the springtime festivities for Cinco de Mayo in 2015, Campos called for a moratorium on all new housing construction in the Mission, saying it was the only way to give the district “a fighting chance.”

Wired 1d ago