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To this end, we introduce a molecular probe based on the isomerization of hexaethynylbenzene to\n                    <jats:italic>carbo<\/jats:italic>\n                    \u2010benzene, a reaction with exceptional sensitivity to exchange effects. Using the isomerization energy, we define a simple relative measure, , that gauges the effective NLX of a method on a scale ranging from 0 for the local density approximation to 100 for Hartree\u2010Fock. Across a broad set of density functional approximations,  closely tracks the formal Hartree\u2010Fock exchange content of global hybrids, while revealing that most common GGAs, meta\u2010GGAs, and global hybrids still provide too little effective exchange. Several range\u2010separated hybrid, double hybrid, and some local hybrid functionals perform much better and closely approach the near\u2010basis\u2010set\u2010limit coupled\u2010cluster reference value of . The  values of various semiempirical quantum mechanical and machine\u2010learned interatomic potential methods indicate that they empirically account for NLX effects to a varying degree. Thus, the proposed reaction serves as a compact thermochemical benchmark for assessing and developing methods that aim to reliably describe NLX.\n                  <\/jats:p>","DOI":"10.1002\/jcc.70436","type":"journal-article","created":{"date-parts":[[2026,6,23]],"date-time":"2026-06-23T10:18:17Z","timestamp":1782209897000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["A Molecular \u201cThermometer\u201d for Measuring Effective Non\u2010Local Exchange"],"prefix":"10.1002","volume":"47","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5844-4371","authenticated-orcid":false,"given":"Stefan","family":"Grimme","sequence":"first","affiliation":[{"name":"Mulliken Center for Theoretical Chemistry, Clausius\u2010Institute for Physical and Theoretical Chemistry University of Bonn  Bonn Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5398-4192","authenticated-orcid":false,"given":"Marcel","family":"M\u00fcller","sequence":"additional","affiliation":[{"name":"Mulliken Center for Theoretical Chemistry, Clausius\u2010Institute for Physical and Theoretical Chemistry University of Bonn  Bonn Germany"},{"name":"Department of Chemistry University of Toronto  Toronto Ontario Canada"},{"name":"Vector Institute for Artificial Intelligence  Toronto Ontario Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9853-0410","authenticated-orcid":false,"given":"Thomas","family":"Froitzheim","sequence":"additional","affiliation":[{"name":"Mulliken Center for Theoretical Chemistry, Clausius\u2010Institute for Physical and Theoretical Chemistry University of Bonn  Bonn Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1659-8206","authenticated-orcid":false,"given":"Andreas","family":"Hansen","sequence":"additional","affiliation":[{"name":"Mulliken Center for Theoretical Chemistry, Clausius\u2010Institute for Physical and Theoretical Chemistry University of Bonn  Bonn Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2026,6,23]]},"reference":[{"key":"e_1_2_8_2_1","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRev.136.B864"},{"key":"e_1_2_8_3_1","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRev.140.A1133"},{"key":"e_1_2_8_4_1","unstructured":"J. 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