CHaystack - Gold-Image QA (F1): leaderboard

CHaystack (2026) is a Chinese document retrieval and visual question answering benchmark over papers, web pages, advertisements and photographed documents. Character-level F1 in percent on 4,543 questions answered from the gold evidence image; higher is better.

Metric: Character-level F1 (%; 4,543 Chinese document questions (academic papers, web pages, advertisements, photographed documents) answered from the gold evidence image, answers normalized for punctuation, whitespace and case; at most 128 generated tokens). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 3 models tracked.

Top models

#ModelScoreOverall rank
1Qwen2.5-VL-3B-Instruct61.62
2InternVL2.5-4B42.64#2445
3LLaVA-OneVision-Qwen2-0.5B19.68

Interactive version: theaggregate.ai/benchmark?slug=chaystack-gold-image-qa-f1 · How It Works · Data refreshed daily, snapshot 2026-11-13.