AstroConcepts: A Large-Scale Multi-Label Classification Corpus for Astrophysics

Key Takeaway

When classifying scientific text with thousands of rare concepts, vocabulary-constrained LLMs perform competitively with specialized models, suggesting you don't always need heavy domain adaptation—but frequency-stratified evaluation is critical to spot performance gaps hidden by aggregate metr...