BED-LLM: Intelligent Information Gathering with LLMs and Bayesian Experimental Design - Choudhury, Deepro; Williamson, Sinead; Golinski, Adam; Miao, Ning; Bickford Smith, Freddie; Kirchhof, Michael; Zhang, Yizhe; Rainforth, Tom (International Conference on Learning Representations, 2026)