SourceReddit r/MachineLearning•Stalecollected in 3h
KidGym Benchmark for MLLMs
#benchmarks#mllms#cognitive-evaluation#interactivekidgymkidgymmllmsiclr-2026
💡New ICLR-accepted benchmark reveals MLLM flaws in interactive reasoning
⚡ 30-Second TL;DR
What Changed
5 cognitive abilities: Execution, Memory, Learning, Planning, Perception
Why It Matters
Offers fine-grained evaluation for interactive MLLM capabilities, pushing development beyond static benchmarks.
What To Do Next
Clone KidGym GitHub repo and benchmark your MLLM on compositional tasks.
Who should care:Researchers & Academics
Key Points
- •5 cognitive abilities: Execution, Memory, Learning, Planning, Perception
- •12 task categories × 3 levels for single and compositional skills
- •Gym-style API with LLM-friendly interactions like backpack system
- •Exposes MLLM weaknesses in counting and abstract visual reasoning
📰
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