AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

CharXiv-D

CharXiv-D is the descriptive questions subset of the CharXiv benchmark, designed to assess multimodal large language models' ability to extract basic information from scientific charts. It contains descriptive questions covering information extraction, enumeration, pattern recognition, and counting across 2,323 diverse charts from arXiv papers, all curated and verified by human experts.

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 17

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

ModelValueUnitProtocolReported date and basisSource
Seed 2.1 Pro0.955Not recordedNot recorded2026-06-24 · model_announcementLLM Stats
Seed 2.1 Turbo0.946Not recordedNot recorded2026-06-24 · model_announcementLLM Stats
Qwen3 VL 32B Instruct0.905Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 32B Thinking0.902Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
GPT-4.50.9Not recordedNot recorded2025-02-27 · model_announcementLLM Stats
GPT-4.1 mini0.884Not recordedNot recorded2025-04-14 · model_announcementLLM Stats
Command A+0.88Not recordedNot recorded2026-05-20 · model_announcementLLM Stats
GPT-4.10.879Not recordedNot recorded2025-04-14 · model_announcementLLM Stats
Qwen3 VL 30B A3B Thinking0.869Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Thinking0.859Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 30B A3B Instruct0.855Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
GPT-4o0.853Not recordedNot recorded2024-08-06 · model_announcementLLM Stats
Qwen3 VL 4B Thinking0.839Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Instruct0.83Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 4B Instruct0.762Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
GPT-4.1 nano0.739Not recordedNot recorded2025-04-14 · model_announcementLLM Stats
North Micro Vision Instruct0.6Not recordedNot recorded2026-08-12 · model_announcementLLM Stats