Algorithmic Trust and Compliance: Benchmarking Brand Notability for UK iGaming Entities in Generative Search Engines

Collection of recent IR/LLM papers covering: (1) Algorithmic Trust and Generative Engine Optimization (GEO) for UK iGaming — shows generative search engines overwhelmingly prefer earned third-party authoritative sources over brand-owned content and that structured compliance signals (e.g., UKGC) act as authority multipliers for LLMs; (2) LAGMiD — an LLM-augmented graph-learning miscitation detector using chain-of-thought evidence tracing and GNN distillation to cut inference cost while improving miscitation detection; (3) ReasonGR — improves multi-step semantic/numerical reasoning in generativ