๐คReddit r/MachineLearningโขStalecollected in 3h
KidGym Benchmark for MLLMs
๐กNew ICLR-accepted benchmark reveals MLLM flaws in interactive reasoning
โก 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
- โข5 cognitive abilities: Execution, Memory, Learning, Planning, Perception
- โข12 task categories ร 3 levels for single and compositional skills
- โขGym-style API with LLM-friendly interactions like backpack system
- โขExposes MLLM weaknesses in counting and abstract visual reasoning
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Original source: Reddit r/MachineLearning โ