As far as I know, the idea behind Search-R1 stemmed from DeepRetrieval (search it on GitHub), though the latter has gained much less attention. Also, DeepRetrieval was trained using real search engines, not just BM25. If you check their training log, they got incredible performance (65% vs SOTA 25%) much earlier.