AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

MRCR v2 (8-needle)

MRCR v2 (8-needle) is a variant of the Multi-Round Coreference Resolution benchmark that includes 8 needle items to retrieve from long contexts. This tests models' ability to simultaneously track and reason about multiple pieces of information across extended conversations.

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 23

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

ModelValueUnitProtocolReported date and basisSource
Gemini 3.7 Flash0.97Not recordedNot recorded2026-08-13 · model_announcementLLM Stats
Qwen3.8 Max0.929Not recordedNot recorded2026-08-02 · model_announcementLLM Stats
GPT-5.6 Sol0.915Not recordedNot recorded2026-07-09 · model_announcementLLM Stats
GPT-5.6 Terra0.896Not recordedNot recorded2026-07-09 · model_announcementLLM Stats
Claude Opus 4.60.76Not recordedNot recorded2026-02-05 · model_announcementLLM Stats
GPT-5.50.74Not recordedNot recorded2026-04-23 · model_announcementLLM Stats
Gemma 4 31B0.664Not recordedNot recorded2026-04-02 · model_announcementLLM Stats
Gemini 3.1 Flash-Lite0.601Not recordedNot recorded2026-03-03 · model_announcementLLM Stats
Gemini 3.6 Flash0.54Not recordedNot recorded2026-07-21 · model_announcementLLM Stats
Gemma 4 26B-A4B0.441Not recordedNot recorded2026-04-02 · model_announcementLLM Stats
Gemma 4 12B0.434Not recordedNot recorded2026-05-23 · model_announcementLLM Stats
GPT-5.6 Luna0.413Not recordedNot recorded2026-07-09 · model_announcementLLM Stats
GPT-5.4 mini0.336Not recordedNot recorded2026-03-17 · model_announcementLLM Stats
GPT-5.4 nano0.331Not recordedNot recorded2026-03-17 · model_announcementLLM Stats
Gemini 3.5 Flash0.266Not recordedNot recorded2026-05-19 · model_announcementLLM Stats
Gemini 3.1 Pro0.263Not recordedNot recorded2026-02-19 · model_announcementLLM Stats
Gemini 3 Pro0.263Not recordedNot recorded2025-11-18 · model_announcementLLM Stats
Gemma 4 E4B0.254Not recordedNot recorded2026-04-02 · model_announcementLLM Stats
Gemini 3 Flash0.221Not recordedNot recorded2025-12-17 · model_announcementLLM Stats
Gemini 3.5 Flash-Lite0.213Not recordedNot recorded2026-07-21 · model_announcementLLM Stats
Gemma 4 E2B0.191Not recordedNot recorded2026-04-02 · model_announcementLLM Stats
Gemini 2.5 Pro Preview 06-050.164Not recordedNot recorded2025-06-05 · model_announcementLLM Stats
Gemma 3 27B0.135Not recordedNot recorded2025-03-12 · model_announcementLLM Stats