LongPuzzleBench: Evaluating GUI Agents on Long-Horizon Visual Puzzles

arXiv:2609.34769 · cs.CL, cs.AI · Submitted 2026-09-28 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-09-28

Updated: 2026-09-28

Code: https://github.com/AzureStarz/LongPuzzleBench

Terminology

• Benchmark — 34× in this paper · explained in 2 episodes
• Grounding — 5× in this paper · explained in 3 episodes
• Benchmarking — 4× in this paper · explained in 3 episodes
• Trace — 4× in this paper · explained in 2 episodes
• Action Space — 2× in this paper · explained in 1 episode
• Multimodal Reasoning — 2× in this paper · explained in 5 episodes
• AI Agents — 1× in this paper · explained in 2 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Aggregation — 1× in this paper · explained in 1 episode
• Commentary — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• World Model — 1× in this paper · explained in 7 episodes

Sources

• ARC-AGI-3: A New Challenge for Frontier Agentic Intelligence
• Qwen3-VL Technical Report
• Recovering Policy-Induced Errors: Benchmarking and Trajectory Synthesis for Robust GUI Agents
• GUI Agents for Continual Game Generation
• GameWorld: Towards Standardized and Verifiable Evaluation of Multimodal Game Agents
• UI-TARS: Pioneering Automated GUI Interaction with Native Agents
• Do Vision-Language-Models show human-like logical problem-solving capability in point and click puzzle games?
• PuzzleBench: A Fully Dynamic Evaluation Framework for Large Multimodal Models on Puzzle Solving

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