The Complete Benchmark
MARC expands on the ARC challenge with multimodal and reasoning-heavy tasks, creating the most comprehensive general intelligence benchmark to date.
Core ARC-Style Tasks
40 puzzles
- Pattern recognition and transformations
- Grid-based reasoning challenges
- Abstraction without domain-specific hacks
- Novel problem settings to prevent memorization
Math & Logical Reasoning
10 word problems
- Algebra and probability challenges
- Logic puzzles requiring deep reasoning
- Numerical reasoning tasks
- Novel contexts to prevent pattern memorization
Audio Understanding
10 audio challenges
- Spoken instruction comprehension
- Overlapping sounds analysis
- Rhythm and melody pattern matching
- Environmental sound reasoning
Visual Reasoning
10 image tasks
- Odd-object identification
- Visual transformation analysis
- Pattern recognition in sequences
- Spatial reasoning challenges
Retrieval-Augmented Generation
10 RAG questions
- Information retrieval from provided corpus
- Combining retrieval with reasoning
- Comparative analysis tasks
- Multi-document synthesis
Video Understanding
10 video clips
- Next frame/event prediction
- Temporal sequence reasoning
- Causal relationship understanding
- Dynamic scene analysis
Why MARC Will Become the Standard
🎯 Multimodal & Multi-Reasoning
Unlike ARC alone, MARC tests across all core modalities that general AI must handle
🚫 Prevents Gaming
Forces models to generalize across modalities instead of becoming benchmark-specialists
🎨 Comprehensive Coverage
Tests abstraction, math, language, vision, audio, retrieval, and video understanding
⚖️ Fair & Balanced
Each subtask contributes equally with partial credit for reasoning tasks
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