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cs.CL2026
PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits
Namkyung Yoon, Sanghong Kim, Hwangnam Kim
Recent language models achieve strong performance across a variety of tasks, but conventional adaptation applies updates uniformly across training samples regardless of their local…
cs.CL2026
Beyond Learning: A Training-Free Alternative to Model Adaptation
Namkyung Yoon, Kyeonghyun Yoo, Wooyong Jung +2
Despite the continuous research and evolution of language models, they sometimes underperform previous versions. Existing approaches to overcome these challenges are resource-inten…