In TCFD climate-disclosure classification, the strongest in-source adaptation strategies (similarity retrieval, LoRA fine-tuning) lose most of their advantage under source shift, while definitions and random few-shot examples transfer more reliably.
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What Transfers Under Source Shift? Definitions, Examples, and Fine-Tuning for Climate Disclosure Classification
In TCFD climate-disclosure classification, the strongest in-source adaptation strategies (similarity retrieval, LoRA fine-tuning) lose most of their advantage under source shift, while definitions and random few-shot examples transfer more reliably.