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This paper introduces an open modular transformer-based framework for detecting and structuring social tipping point evidence in climate documents, utilizing models like DistilBERT, RoBERTa, Mistral 7B, and LLaMA 3.2 3B, with evaluation on expert-labeled benchmarks.