LS-BiLLMs: Label supervised bi-directional large language models for token- and sequence-level information extraction.

@article{li-2026-lsbillms, author = {Zongxi Li and Xianming Li and Jing Li and Haoran Xie and Fu Lee Wang and Qing Li}, title = {{LS-BiLLMs: Label supervised bi-directional large language models for token- and sequence-level information extraction}}, journal = {Information Processing and Management}, volume = {63}, number = {4}, pages = {104568}, year = {2026}, url = {https://doi.org/10.1016/J.IPM.2025.104568}, doi = {https://doi.org/10.1016/J.IPM.2025.104568} }