AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

Model reports

MRCR

Needle position and generation seed change the result.

Evaluation context and evidence

Source
Model reports
Publisher
Not recorded
Benchmark release
2025-04-14
Collected
Not recorded
Modality
Not recorded

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 7

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

ModelValueUnitProtocolReported date and basisSource
DeepSeek-V4-Pro44.7percentnon-think, MMR2026-04-22 · document_publicationDeepSeek-V4-Pro
DeepSeek-V4-Pro83.3percentthink high, MMR2026-04-22 · document_publicationDeepSeek-V4-Pro
DeepSeek-V4-Pro83.5percentthink max, MMR2026-04-22 · document_publicationDeepSeek-V4-Pro
DeepSeek-V4-Flash78.7percentthink max, MMR2026-06-25 · document_publicationDeepSeek-V4
Gemini 3.1 Pro84.9percentThinking (High), 128k (average)2026-02-19 · document_publicationGemini 3.1 Pro
Gemini 3.1 Pro26.3percentThinking (High), 1M (pointwise)2026-02-19 · document_publicationGemini 3.1 Pro
Gemma 4 (31B)66.4percent8-needle, 128k (average)2026-03-11 · document_publicationGemma 4 (31B)