AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

BIG-Bench Hard

BIG-Bench Hard (BBH) is a subset of 23 challenging BIG-Bench tasks selected because prior language model evaluations did not outperform average human-rater performance. The benchmark contains 6,511 evaluation examples testing various forms of multi-step reasoning including arithmetic, logical reasoning (Boolean expressions, logical deduction), geometric reasoning, temporal reasoning, and language understanding. Tasks require capabilities such as causal judgment, object counting, navigation, pattern recognition, and complex problem solving.

Evaluation context and evidence

Source
LLM Stats
Publisher
Not recorded
Benchmark release
Not recorded
Collected
2026-08-17
Modality
text

These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.

Original sources

Reported results 21

Shown in source observation order, not ranked. Dates retain the precision provided by the source.

ModelValueUnitProtocolReported date and basisSource
Claude 3.5 Sonnet0.931Not recordedNot recorded2024-10-22 · model_announcementLLM Stats
Claude 3.5 Sonnet0.931Not recordedNot recorded2024-06-21 · model_announcementLLM Stats
Gemini 1.5 Pro0.892Not recordedNot recorded2024-05-01 · model_announcementLLM Stats
Gemma 3 27B0.876Not recordedNot recorded2025-03-12 · model_announcementLLM Stats
Claude 3 Opus0.868Not recordedNot recorded2024-02-29 · model_announcementLLM Stats
Gemma 3 12B0.857Not recordedNot recorded2025-03-12 · model_announcementLLM Stats
Gemini 1.5 Flash0.855Not recordedNot recorded2024-05-01 · model_announcementLLM Stats
Claude 3 Sonnet0.829Not recordedNot recorded2024-02-29 · model_announcementLLM Stats
Phi-3.5-MoE-instruct0.791Not recordedNot recorded2024-08-23 · model_announcementLLM Stats
Claude 3 Haiku0.737Not recordedNot recorded2024-03-13 · model_announcementLLM Stats
Gemma 3 4B0.722Not recordedNot recorded2025-03-12 · model_announcementLLM Stats
Phi 4 Mini0.704Not recordedNot recorded2025-02-01 · model_announcementLLM Stats
Granite 3.3 8B Base0.6913Not recordedNot recorded2025-04-16 · model_announcementLLM Stats
Granite 3.3 8B Instruct0.6913Not recordedNot recorded2025-04-16 · model_announcementLLM Stats
Phi-3.5-mini-instruct0.69Not recordedNot recorded2024-08-23 · model_announcementLLM Stats
IBM Granite 4.0 Tiny Preview0.557Not recordedNot recorded2025-05-02 · model_announcementLLM Stats
Gemma 3n E4B0.529Not recordedNot recorded2025-06-26 · model_announcementLLM Stats
Gemma 3n E4B Instructed LiteRT Preview0.529Not recordedNot recorded2025-05-20 · model_announcementLLM Stats
Gemma 3n E2B0.443Not recordedNot recorded2025-06-26 · model_announcementLLM Stats
Gemma 3n E2B Instructed LiteRT (Preview)0.443Not recordedNot recorded2025-05-20 · model_announcementLLM Stats
Gemma 3 1B0.391Not recordedNot recorded2025-03-12 · model_announcementLLM Stats