AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

CharXiv-R

CharXiv-R is the reasoning component of the CharXiv benchmark, focusing on complex reasoning questions that require synthesizing information across visual chart elements. It evaluates multimodal large language models on their ability to understand and reason about scientific charts from arXiv papers through various reasoning tasks.

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 51

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

ModelValueUnitProtocolReported date and basisSource
Claude Mythos Preview0.932Not recordedNot recorded2026-04-07 · model_announcementLLM Stats
Kimi K30.913Not recordedNot recorded2026-07-16 · model_announcementLLM Stats
Claude Opus 4.70.91Not recordedNot recorded2026-04-16 · model_announcementLLM Stats
Qwen3.8-27B0.902Not recordedNot recorded2026-08-14 · model_announcementLLM Stats
Claude Opus 4.80.899Not recordedNot recorded2026-05-28 · model_announcementLLM Stats
Gemini 3.6 Flash0.894Not recordedNot recorded2026-07-21 · model_announcementLLM Stats
Gemini 3.7 Flash0.887Not recordedNot recorded2026-08-13 · model_announcementLLM Stats
Muse Spark 1.10.884Not recordedNot recorded2026-07-09 · model_announcementLLM Stats
Claude Sonnet 50.883Not recordedNot recorded2026-06-30 · model_announcementLLM Stats
Kimi K2.60.867Not recordedNot recorded2026-04-20 · model_announcementLLM Stats
Seed 2.1 Pro0.864Not recordedNot recorded2026-06-24 · model_announcementLLM Stats
Muse Spark0.864Not recordedNot recorded2026-04-08 · model_announcementLLM Stats
Qwen3.7-Plus0.859Not recordedNot recorded2026-05-31 · model_announcementLLM Stats
Gemini 3.5 Flash0.842Not recordedNot recorded2026-05-19 · model_announcementLLM Stats
Seed 2.1 Turbo0.836Not recordedNot recorded2026-06-24 · model_announcementLLM Stats
GPT-5.20.821Not recordedNot recorded2025-12-11 · model_announcementLLM Stats
GPT-5.5 Instant0.816Not recordedNot recorded2026-05-05 · model_announcementLLM Stats
Qwen3.6 Plus0.815Not recordedNot recorded2026-04-02 · model_announcementLLM Stats
Gemini 3 Pro0.814Not recordedNot recorded2025-11-18 · model_announcementLLM Stats
GPT-50.811Not recordedNot recorded2025-08-07 · model_announcementLLM Stats
MiMo-V2.50.81Not recordedNot recorded2026-04-22 · model_announcementLLM Stats
Gemini 3 Flash0.803Not recordedNot recorded2025-12-17 · model_announcementLLM Stats
Qwen3.5-27B0.795Not recordedNot recorded2026-02-24 · model_announcementLLM Stats
Muse Glimmer-30B0.788Not recordedNot recorded2026-08-10 · model_announcementLLM Stats
o30.786Not recordedNot recorded2025-04-16 · model_announcementLLM Stats
Qwen3.6-27B0.784Not recordedNot recorded2026-04-21 · model_announcementLLM Stats
Qwen3.6-35B-A3B0.78Not recordedNot recorded2026-04-16 · model_announcementLLM Stats
Qwen3.5-35B-A3B0.775Not recordedNot recorded2026-02-24 · model_announcementLLM Stats
Kimi K2.50.775Not recordedNot recorded2026-01-27 · model_announcementLLM Stats
Inkling-Small0.774Not recordedNot recorded2026-07-30 · model_announcementLLM Stats
Claude Opus 4.60.774Not recordedNot recorded2026-02-05 · model_announcementLLM Stats
Qwen3.5-122B-A10B0.772Not recordedNot recorded2026-02-24 · model_announcementLLM Stats
Gemini 3.5 Flash-Lite0.765Not recordedNot recorded2026-07-21 · model_announcementLLM Stats
Gemini 3.1 Flash-Lite0.732Not recordedNot recorded2026-03-03 · model_announcementLLM Stats
o4-mini0.72Not recordedNot recorded2025-04-16 · model_announcementLLM Stats
Qwen3 VL 235B A22B Thinking0.661Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 32B Thinking0.652Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 32B Instruct0.628Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 235B A22B Instruct0.621Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
GPT-4o0.588Not recordedNot recorded2024-08-06 · model_announcementLLM Stats
GPT-4.1 mini0.568Not recordedNot recorded2025-04-14 · model_announcementLLM Stats
GPT-4.10.567Not recordedNot recorded2025-04-14 · model_announcementLLM Stats
Qwen3 VL 30B A3B Thinking0.566Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
GPT-4.50.554Not recordedNot recorded2025-02-27 · model_announcementLLM Stats
Qwen3 VL 8B Thinking0.53Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Command A+0.527Not recordedNot recorded2026-05-20 · model_announcementLLM Stats
Qwen3 VL 4B Thinking0.503Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 30B A3B Instruct0.489Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Instruct0.464Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
GPT-4.1 nano0.405Not recordedNot recorded2025-04-14 · model_announcementLLM Stats
Qwen3 VL 4B Instruct0.397Not recordedNot recorded2025-09-22 · model_announcementLLM Stats