What Transfers Under Source Shift? Definitions, Examples, and Fine-Tuning for Climate Disclosure Classification
Climate disclosure classification is a fundamental task for analysing corporate climate disclosures, yet such disclosures appear in many different sources -- annual reports, press releases, and earnings calls -- that differ in length, purpose, and writing style. Existing evaluations are mostly conducted within a single source, leaving open whether common LLM adaptation strategies remain effective under source shift. We reframe climate disclosure classification as a cross-source adaptation problem and study three widely used adaptation strategies -- definitions, examples, and fine-tuning -- acr
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- FuzzyOverlapping authors or contributors · 62%modular/modular →
“Shared author/contributor keys: liu”
- FuzzyOverlapping authors or contributors · 62%Zeyi-Lin/HivisionIDPhotos →
“Shared author/contributor keys: lin”
- FuzzyOverlapping authors or contributors · 62%hiyouga/LlamaFactory →
“Shared author/contributor keys: lin”
- LinkedLinked via arxiv author · 85%Guosheng Lin →
“What Transfers Under Source Shift? Definitions, Examples, and Fine-Tuning for Climate Disclosure Classification”
- LinkedLinked via arxiv author · 85%Fenghui Ren →
“What Transfers Under Source Shift? Definitions, Examples, and Fine-Tuning for Climate Disclosure Classification”
- LinkedLinked via arxiv author · 85%Bin Liu →
“What Transfers Under Source Shift? Definitions, Examples, and Fine-Tuning for Climate Disclosure Classification”
- LinkedLinked via arxiv author · 85%Chuan Yu →
“What Transfers Under Source Shift? Definitions, Examples, and Fine-Tuning for Climate Disclosure Classification”
- LinkedLinked via arxiv author · 85%Kaiying Ji →
“What Transfers Under Source Shift? Definitions, Examples, and Fine-Tuning for Climate Disclosure Classification”