AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

Vibe-Eval

VIBE-Eval is a hard evaluation suite for measuring progress of multimodal language models, consisting of 269 visual understanding prompts with gold-standard responses authored by experts. The benchmark has dual objectives: vibe checking multimodal chat models for day-to-day tasks and rigorously testing frontier models, with the hard set containing >50% questions that all frontier models answer incorrectly.

Evaluation context and evidence

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

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 8

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

ModelValueUnitProtocolReported date and basisSource
Gemini 2.5 Pro Preview 06-050.672Not recordedNot recorded2025-06-05 · model_announcementLLM Stats
Gemini 2.5 Pro0.656Not recordedNot recorded2025-05-20 · model_announcementLLM Stats
Gemini 2.5 Flash0.654Not recordedNot recorded2025-05-20 · model_announcementLLM Stats
Gemini 2.0 Flash0.563Not recordedNot recorded2024-12-01 · model_announcementLLM Stats
Gemini 1.5 Pro0.539Not recordedNot recorded2024-05-01 · model_announcementLLM Stats
Gemini 2.5 Flash-Lite0.513Not recordedNot recorded2025-06-17 · model_announcementLLM Stats
Gemini 1.5 Flash0.489Not recordedNot recorded2024-05-01 · model_announcementLLM Stats
Gemini 1.5 Flash 8B0.409Not recordedNot recorded2024-03-15 · model_announcementLLM Stats