2 papers
cs.CL2026
Not All Layers Need Tuning: Selective Layer Restoration Recovers Diversity
Bowen Zhang, Meiyi Wang, Harold Soh
Post-training improves instruction-following and helpfulness of large language models (LLMs) but often reduces generation diversity, which leads to repetitive outputs in open-ended…
cs.CL2024
Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph Construction
Bowen Zhang, Harold Soh
In this work, we are interested in automated methods for knowledge graph creation (KGC) from input text. Progress on large language models (LLMs) has prompted a series of recent wo…