Decoupled Analysis-Judging: An Automated Creativity Evaluator Using LLMs in Complex Multi-step Creativity Tasks

arXiv:2609.03432 · cs.CL · Submitted 2026-09-03 · Read on arXiv

cs.CL

Submitted: 2026-09-03

Updated: 2026-09-03

Comments: Accepted to EMNLP 2026

Code: https://github.com/Jaong/CreaEval

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• LLM-as-a-Judge — 20× in this paper · explained in 3 episodes
• Benchmark — 13× in this paper · explained in 2 episodes
• Consistency — 12× in this paper · explained in 3 episodes
• Accuracy — 10× in this paper · explained in 1 episode
• Core — 9× in this paper · explained in 2 episodes
• Evaluation Dimensions — 8× in this paper · explained in 3 episodes
• Algorithmic Bias — 6× in this paper · explained in 1 episode
• Generalizability — 5× in this paper · explained in 6 episodes
• Grounding — 5× in this paper · explained in 3 episodes
• Cooperation — 4× in this paper · explained in 2 episodes
• Fine-Tuning — 4× in this paper · explained in 5 episodes
• Robustness — 4× in this paper · explained in 5 episodes
• Supervised Fine-Tuning — 4× in this paper
• Ablation — 3× in this paper · explained in 1 episode
• Pearson Correlation Coefficient — 3× in this paper
• Quadratic Weighted Kappa — 3× in this paper
• Alignment — 2× in this paper · explained in 1 episode
• Chain-of-Thought (CoT) — 2× in this paper · explained in 4 episodes
• Intra-class Correlation Coefficient — 2× in this paper
• Representation Learning — 2× in this paper · explained in 2 episodes
• Semantic Similarity — 2× in this paper · explained in 2 episodes
• Supervised Fine-Tuning (SFT) — 2× in this paper · explained in 8 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Ablation study — 1× in this paper · explained in 1 episode
• Actor — 1× in this paper · explained in 3 episodes
• Alternative Uses Task — 1× in this paper
• Benchmarking — 1× in this paper · explained in 3 episodes
• Chain-of-Thought Prompting — 1× in this paper · explained in 2 episodes
• Contextually-Grounded and Procedurally-Structured Tasks — 1× in this paper
• Decoupling — 1× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Future Problem Solving Program International — 1× in this paper
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Model-Agnostic — 1× in this paper · explained in 2 episodes
• Multi-Agent System — 1× in this paper · explained in 6 episodes
• Pairwise Comparisons — 1× in this paper · explained in 2 episodes
• Structured Reasoning — 1× in this paper · explained in 3 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Context Over Content: Exposing Evaluation Faking in Automated Judges
• LLM Discussion: Enhancing the Creativity of Large Language Models via Discussion Framework and Role-Play
• T2S-Bench & Structure-of-Thought: Benchmarking and Prompting Comprehensive Text-to-Structure Reasoning
• TeamLLM: A Human-Like Team-Oriented Collaboration Framework for Multi-Step Contextualized Tasks
• BERTScore: Evaluating Text Generation with BERT

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