An LLM agentic system builds executable GEST specifications via a hierarchical Director-Scene Builder architecture with Relation Subagents, then runs them in a 3D engine, outperforming neural models on physical validity and semantic alignment in human and jury evaluations.
Judging llm-as-a-judge with mt-bench and chatbot arena.Advances in neural information processing systems, 36:46595–46623
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Agentic Video Generation: From Text to Executable Event Graphs via Tool-Constrained LLM Planning
An LLM agentic system builds executable GEST specifications via a hierarchical Director-Scene Builder architecture with Relation Subagents, then runs them in a 3D engine, outperforming neural models on physical validity and semantic alignment in human and jury evaluations.