Post Made Community Wiki by David Ketcheson
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If you are interested in benchmarking algorithms related to molecular structures, the pubchem database has a large collection of mostly organic molecules. This may be useful to compare predictions of molecular properties obtained with different models/programs. The site has several options for downloading large batches of molecules that satisfy some predefined criteria (e.g. chemical composition).