3 papers
cs.CL2026
SocraticKG: Knowledge Graph Construction via QA-Driven Fact Extraction
Sanghyeok Choi, Woosang Jeon, Kyuseok Yang +1
Constructing Knowledge Graphs (KGs) from unstructured text provides a structured framework for knowledge representation and reasoning, yet current LLM-based approaches struggle wit…
cs.CL2026
Multi-Drafter Speculative Decoding with Alignment Feedback
Taehyeon Kim, Hojung Jung, Se-Young Yun
Speculative decoding (SD) accelerates large language model (LLM) inference by using a smaller model to draft future tokens, which are then verified by the target LLM. This preserve…
cs.CL2025
Knowledge Synthesis of Photosynthesis Research Using a Large Language Model
Seungri Yoon, Woosang Jeon, Sanghyeok Choi +2
The development of biological data analysis tools and large language models (LLMs) has opened up new possibilities for utilizing AI in plant science research, with the potential to…