3 papers
cs.LG2026
The Model Shape Behind Scaling Laws: A Gradient Superposition Perspective
Wenjie Sun, Jinning Yang, Shuai Zhang +1
Neural scaling laws guide resource allocation, but how should a fixed parameter budget be divided between depth and width? Motivated by inverse-width representation-error scaling u…
cs.CL2026
Chinese-SkillSpan: A Span-Level Dataset for ESCO-Aligned Competency Extraction from Chinese Job Ads
Guojing Li, Zichuan Fu, Junyi Li +6
Job Skill Named Entity Recognition (JobSkillNER) aims to automatically extract key skill information from large-scale job posting data, which is important for improving talent-mark…
cs.AI2025
HeartLLM: Discretized ECG Tokenization for LLM-Based Diagnostic Reasoning
Jinning Yang, Wenjie Sun, Wen Shi
Electrocardiography (ECG) plays a central role in cardiovascular diagnostics, yet existing automated approaches often struggle to generalize across clinical tasks and offer limited…