Benchmarking the Discovery Engine. - Jack Foxabbott; Arush Tagade; Andrew Cusick; Robbie McCorkell; Leo McKee-Reid; Jugal Patel; Jamie Rumbelow; Jessica Rumbelow; Zohreh Shams (CoRR, 2025)