GeoScope Study - Zero-shot - MME-RS Count: leaderboard

GeoScope v1,MME-RS Count,981testquestions,native accuracy percent,Zero-shot. Seeded20%development/80%test,configuration frozen. Direct wholeimage4Mpx,firsttoken optionlogit; numeric-only response options form separate condition. GeoScope uses fixedQwen3-4Bsynthesizer,greedy,horizon5,depth5 withnamedperceptionmodel. Exact rerun protocol retained,not a framework-named checkpoint. No constant-answer test-tie upperbound or cited external scores.

Metric: Score (%). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 4 models tracked.

Top models

#ModelScoreOverall rank
1llava-onevision-qwen2-7b-ov-hf (GeoScope Study Run: method=Zero-shot)32.31
2Qwen3-VL-8B-Instruct (GeoScope Study Run: method=Zero-shot)25.18
3Qwen2.5-VL-7B-Instruct (GeoScope Study Run: method=Zero-shot)18.65
4Qwen3-VL-4B-Instruct (GeoScope Study Run: method=Zero-shot)14.27

Interactive version: theaggregate.ai/benchmark?slug=geoscope-study-zero-shot-mme-rs-count · How It Works · Data refreshed daily, snapshot 2026-11-12.