CLARE: A Self-Evolving Agent That Resolves Intent Asymmetry in 3D Tool Orchestration
Researchers present CLARE, a clarification-aware 3D agent designed to address intent asymmetry in 3D asset creation. CLARE treats vague or underspecified user instructions as opportunities for strategic dialogue, decouples its generation pipeline into four cognitive roles, and self-evolves its clarification policy through simulated multi-turn interactions. On the new 3D-Clarify benchmark, CLARE achieves state-of-the-art success rates of 60.40% for single-step and 43.34% for multi-step tasks, more than doubling existing baselines.
Why it matters: This work significantly advances 3D asset creation by enabling agents to proactively clarify ambiguous instructions, leading to much higher task completion rates than previous approaches.
Full story at: arXiv Computer Vision ↗