GitLab Transcend - Intelligent orchestration
Mini toolsAI benchmarks
Browse benchmarks tracking how AI models perform on reasoning, coding, multimodal and knowledge tasks. Each benchmark has its own leaderboard with the latest results from frontier models.
Cross-benchmark model leaderboard
Compare how every tracked model ranks across the headline benchmarks in one matrix.
ChartQA
Question answering over charts and plots, mixing extraction and visual-reasoning questions.
DocVQA
Document VQA over scanned business documents. Tests OCR-grounded reading.
MathVista
Mathematical reasoning over visual contexts: figures, charts, diagrams, geometric drawings.
MMMU
11.5k college-level questions across 30 subjects requiring image + text reasoning (charts, diagrams, medical scans, music notation, …).
MMMU-Pro
Harder MMMU variant: filters out text-only-solvable items and adds a vision-only setting where the question itself is rendered into the image.
