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Related Articles from SNS
Distillation of Large Language Models via Concrete Score Matching
arXiv:2509.25837v3 Announce Type: replace Abstract: Large language models (LLMs) deliver remarkable performance but are costly to deploy, motivating knowledge distillation (KD) for efficient inference. Existing KD objectives typically match student and teacher probabilities via softmax, which blurs valuable logit information. While direct logit distillation (DLD) mitigates softmax smoothing, it fails to account for logit shift invariance, thereby restricting the solution space.
Differential Induction of Cancer Cell Death by Root, Leaf, and Flower Extracts derived from Kalanchoe pinnata
Kalanchoe pinnata is a perennial plant that grows wild in tropical regions and is traditionally used as a medicinal plant. Plants of the Kalanchoe genus have been shown to possess several effects, including antibacterial and antihypertensive properties. However, effects such as the induction of apoptosis in cancer cells have not been reported for any substance other than leaf extracts of this plant and remain unexplained.