Reconstruction: A Blind Benchmark for Recovering Research Ideas from Pre-Publication Bibliographies

Can a language model recover the true research idea of a published paper when given only that paper's pre-publication bibliography? We introduce Reconstruction, a blind idea-recovery benchmark that withholds the seed paper and all contemporaneous or future literature, and asks models to propose hypo...