From Confusion to Clarity: Confusion-Aware Retrieval and Knowledge Injection for Text Classification

Manish Gupta, Chaitanya Giri, Jayasimha Talur

Large language models (LLMs) struggle to classify text into taxonomies with many semantically similar labels, as the distinctions are domain-specific and not captured by pre-traini…