Tool-free variant of CharXiv that isolates raw visual reasoning ability without code execution or tool augmentation.
BenchLM mirrors the published score view for CharXiv w/o tools. Claude Mythos 5 leads the public snapshot at 88.9% , followed by Claude Fable 5 (86.1%) and Claude Opus 4.7 (Adaptive) (82.1%). BenchLM does not use these results to rank models overall.
Claude Mythos 5
Anthropic
Claude Fable 5
Anthropic
Claude Opus 4.7 (Adaptive)
Anthropic
The published CharXiv w/o tools snapshot is tightly clustered at the top: Claude Mythos 5 sits at 88.9%, while the third row is only 6.8 points behind. The broader top-10 spread is 11.9 points, so the benchmark still separates strong models even when the leaders cluster.
5 models have been evaluated on CharXiv w/o tools. The benchmark falls in the Multimodal & Grounded category. This category carries a 12% weight in BenchLM.ai's overall scoring system. CharXiv w/o tools is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
Year
2024
Tasks
Scientific chart reasoning (tool-free)
Format
Chart understanding without tools
Difficulty
Scientific visualization reasoning
The tool-free CharXiv variant measures pure multimodal reasoning. Mythos Preview scores 86.1% without tools vs 93.2% with tools, demonstrating strong baseline chart reasoning.
Version
CharXiv w/o tools 2024
Refresh cadence
Annual
Staleness state
Refreshing
Question availability
Public benchmark set
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
Tool-free variant of CharXiv that isolates raw visual reasoning ability without code execution or tool augmentation.
Claude Mythos 5 by Anthropic currently leads with a score of 88.9% on CharXiv w/o tools.
5 AI models have been evaluated on CharXiv w/o tools on BenchLM.
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