Every benchmark in the catalog ranked by a composite trust score derived from the integrity classifications already mined in benchmark integrity. Peer-reviewed mentions raise the score, independently-verified mentions raise it a little more, disputed mentions push it down, and an all-vendor-claimed benchmark with ≥5 citations takes an orphan penalty on top. This is derived data — not an opinion — and the per-benchmark drilldown shows you exactly which systems contributed to each bucket.
25 benchmarks ranked ·
formula in $lib/analyses/benchmark-trust.ts.
Click any column header to sort. Click a row to expand its list of citing systems with each system's integrity classification.
| ALFWorld mentions-only | 100.0 | 9 | — | — | — | 9 | High |
| AppWorld mentions-only | 100.0 | 2 | — | — | — | 2 | High |
| BABILong 2y 9mo | 100.0 | 5 | — | — | — | 5 | High |
| BrowseComp 2y 7mo | 100.0 | 4 | — | — | — | 4 | High |
| HotpotQA mentions-only | 100.0 | 10 | — | — | — | 10 | High |
| ImplicitMemBench 7mo | 100.0 | 1 | — | — | — | 1 | High |
| LongBench 3y 4mo | 100.0 | 3 | — | — | — | 3 | High |
| Mind2Web 3y 7mo | 100.0 | 2 | — | — | — | 2 | High |
| MT-Bench mentions-only | 100.0 | 3 | — | — | — | 3 | High |
| NaturalQuestions mentions-only | 100.0 | 4 | — | — | — | 4 | High |
| NIAH 3y | 100.0 | 7 | — | — | — | 7 | High |
| PersonaBench mentions-only | 100.0 | 1 | — | — | — | 1 | High |
| RULER 2y 7mo | 100.0 | 3 | — | — | — | 3 | High |
| ScienceWorld mentions-only | 100.0 | 2 | — | — | — | 2 | High |
| TriviaQA mentions-only | 100.0 | 2 | — | — | — | 2 | High |
| GAIA | 78.6 | 11 | — | 3 | — | 14 | High |
| LoCoMo 1y 10mo | 54.5 | 22 | 2 | 2 | 5 | 31 | Medium |
| MemoryAgentBench 1y 5mo | 50.0 | 1 | — | 1 | — | 2 | Medium |
| WebArena 3y 4mo | 30.0 | 3 | — | 1 | 1 | 5 | Low |
| MMLU mentions-only | 17.6 | 3 | — | 14 | — | 17 | Compromised |
| OSWorld 2y 7mo | 12.5 | 2 | — | 1 | 1 | 4 | Compromised |
| AIME mentions-only | 0.0 | 2 | — | — | 6 | 8 | Compromised |
| ConvoMem mentions-only | 0.0 | — | — | 1 | 1 | 2 | Compromised |
| LongMemEval 2y 1mo | 0.0 | 10 | 1 | — | 8 | 19 | Compromised |
| SWE-bench 3y 1mo | 0.0 | 3 | 1 | 3 | 5 | 12 | Compromised |