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cs.CL2026
Skaling: Chinchilla's Exponents Meet Kaplan's Coupling
Mathurin Videau, Badr Youbi-Idrissi, David Lopez-Paz +1
Neural scaling laws are foundational for language model development, yet standard formulations systematically under- and overestimate loss at data-scarce and overtraining extremes.…
cs.CL2025
Unveiling Simplicities of Attention: Adaptive Long-Context Head Identification
Konstantin Donhauser, Charles Arnal, Mohammad Pezeshki +3
The ability to process long contexts is crucial for many natural language processing tasks, yet it remains a significant challenge. While substantial progress has been made in enha…