ActiveReasoning
LiveBench (Continuous)
Monthly refreshed benchmark designed to prevent test-set contamination across reasoning, coding, mathematics, data analysis, and instruction following.
Top Benchmarks & Trusted AI Evaluation Directory
Comprehensive directory of 64+ LLM benchmarks with honest status labels, contamination risk assessments, and vendor vs independent score provenance as of September 2026.
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Displaying 11 of 11 benchmarks (filtered from 64)
Nearing SaturationReasoning
ARC-AGI-2
The harder static ARC successor: human-calibrated colored-grid abstraction tasks, now pressured by 2026 frontier systems.
SaturatedReasoning
WinoGrande
Binary fill-in-the-blank commonsense problems, scaled from Winograd schemas and adversarially filtered to reduce dataset shortcuts.
SaturatedReasoning
GLUE
Nine-task English NLU suite combining acceptability, sentiment, similarity, paraphrase, inference and coreference into one score.
SaturatedReasoning
CommonsenseQA
Five-choice questions derived from ConceptNet relations, designed to require everyday knowledge beyond a supplied passage.
SaturatedReasoning
HellaSwag
Choose the plausible continuation of an everyday event from one real ending and three adversarially filtered machine generations.
SaturatedReasoning
SuperGLUE
Eight English NLU tasks spanning question answering, inference, causal reasoning, word sense, and coreference.
SaturatedReasoning
AGIEval
Standardized human exams — SATs, LSATs, China's Gaokao and civil-service tests — repurposed to grade models against real human test-takers.
SaturatedReasoning
ARC-AGI
Colored-grid abstraction tasks that test few-shot rule induction, not memorized facts, language fluency, or school math.
SaturatedReasoning
BIG-Bench Hard
23 BIG-Bench tasks where models trailed humans — the benchmark that proved chain-of-thought prompting works, then fell to the reasoning-model era.
DeprecatedReasoning
BIG-Bench
204-task community-built mega-suite spanning reasoning, knowledge, math, code and social bias — the sprawling proving ground BBH was distilled from.