2025
ALLabel: Three-stage Active Learning for LLM-based Entity Recognition using Demonstration Retrieval
EMNLP 2025
Many contemporary data-driven research efforts in the natural sciences, such as chemistry and materials science, require large-scale, high-performance entity recognition from scientific datasets. Large language models (LLMs) have increasingly been adopted to solve the entity recognition task, with t