STARS combines LLM chain-of-thought extraction with Sentence-BERT ranking and reports precision gains over single-prompt, CoT-only, OpenAI-scored, and TF-IDF baselines on a Crunchbase-derived company-technology dataset.
Aberer, From scattered sources to comprehensive technology landscape: A recommendation-based retrieval approach, World Patent Information 73 (2023) 102198
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Technology Mapping with Large Language Models
STARS combines LLM chain-of-thought extraction with Sentence-BERT ranking and reports precision gains over single-prompt, CoT-only, OpenAI-scored, and TF-IDF baselines on a Crunchbase-derived company-technology dataset.