AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

MMLongBench-128K

MMLongBench-128K evaluates multimodal long-context understanding at a 128K token context length, testing how well vision-language models reason over very long mixed text and image inputs.

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 2

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

ModelValueUnitProtocolReported date and basisSource
Seed 2.1 Pro0.783Not recordedNot recorded2026-06-24 · model_announcementLLM Stats
Seed 2.1 Turbo0.769Not recordedNot recorded2026-06-24 · model_announcementLLM Stats