multimodal benchmark
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.
Updated Aug 11, 2026
Models16
Model coverage16
MetricScore
EvidenceB
CharXiv-D Ranking
Higher score ranks better on this benchmark.
| 01 | BY | 95.5% | 100.0% | 16 | C | |
| 02 | BY | 94.6% | 93.3% | 16 | C | |
| 03 | AC | 90.5% | 86.7% | 16 | C | |
| 04 | AC | 90.2% | 80.0% | 16 | C | |
| 05 | OP | 90.0% | 73.3% | 16 | C | |
| 06 | OP | 88.4% | 66.7% | 16 | C | |
| 07 | CO | 88.0% | 60.0% | 16 | C | |
| 08 | OP | 87.9% | 53.3% | 16 | C | |
| 09 | AC | 86.9% | 46.7% | 16 | C | |
| 10 | AC | 85.9% | 40.0% | 16 | C | |
| 11 | AC | 85.5% | 33.3% | 16 | C | |
| 12 | OP | 85.3% | 26.7% | 16 | C | |
| 13 | AC | 83.9% | 20.0% | 16 | C | |
| 14 | AC | 83.0% | 13.3% | 16 | C | |
| 15 | AC | 76.2% | 6.7% | 16 | C | |
| 16 | OP | 73.9% | 0.0% | 16 | C |
CharXiv-D Score Distribution
A closer view of the leading scores on this benchmark.
CharXiv-D Highlights
The leading models and scores on this benchmark.
What is CharXiv-D?
What CharXiv-D measures and how its scores work.
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.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- CharXiv-D
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- charxiv-d|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about CharXiv-D.
Which model scores highest on CharXiv-D?
Seed 2.1 Pro is currently ranked first with 95.5%.
What does CharXiv-D measure?
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.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
16 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.