Large Language Models

Large language models — architectures, training, evaluation, and the tools built on them.

Ontology-Based LLM Prompting for Construction Activity Recognition: 73.68% Accuracy With No Training Data.

Ontology-Based LLM Prompting for Construction Activity Recognition: 73.68% Accuracy With No Training Data

Researchers at Technische Universität Berlin and Qingdao University of Technology achieved 73.68% construction activity recognition accuracy using pure prompting — no labeled training data, no fine-tuning, just a domain ontology, structured visual extraction, and carefully engineered in-context examples.

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