BlogLLM Benchmark Scores as Published, Side by Side

MedChemBench: Results as Published

Every result the catalog holds for MedChemBench: 5 models from 1 developer, read from 2 pages. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.

Area Science and MathMaintainer OpenAI (publisher-internal evaluation)Data version 2026103001, as of 2026-10-30

OpenAI's GPT-6 Astra launch page lists an internal evaluation named MedChemBench (Internal) in its science and health chart, printing a score for each model. The page does not describe the tasks, the inputs or the scoring, so what the test asks a model to do is not confirmed. The name points to medicinal chemistry, but no OpenAI text found says so.

Not checked against a maintainer's page.

MedChemBench (Internal)

ModelValuePrinted bySetup as printed
GPT-6 AstraOpenAI, released 2026-09-0349.3%OpenAI, GPT-6 Astrachecked 2026-10-14-
GPT-5.6 LunaOpenAI, released 2026-07-0930.4%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-
GPT-5.6 SolOpenAI, released 2026-07-0948.3%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15; printed on 1 more page-
GPT-5.6 TerraOpenAI, released 2026-07-0935%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-
GPT-5.5OpenAI, released 2026-04-2335.5%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-

Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.