Small sample-based adaptive text classification through iterative and contrastive description refinement

Amrit Rajeev, Udayaadithya Avadhanam, Harshula Tulapurkar +1

Zero-shot text classification remains a difficult task in domains with evolving knowledge and ambiguous category boundaries, such as ticketing systems. Large language models (LLMs)…