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cs.LG2026
Neuron-Aware Active Few-Shot Learning for LLMs
Zhuowei Chen, Liwei Chen, Christian Schunn +2
Active Few-Shot Learning (AFSL) adapts LLMs to specialized domains by identifying the most valuable unlabeled samples for annotation and use as few-shot demonstrations, effectively…
cs.CL2026
SEFORA: Student Essays with Feedback Corpus and LLM Feedback Evaluation Framework
Shayan Peyghambari Oskoui, Norah Almousa, Zhaoyi Joey Hou +5
Effective writing feedback is among the strongest drivers of student learning, yet producing it at scale is labor-intensive. LLMs offer a natural path to scaling writing support, b…