Does task decomposition improve automatic NLG evaluation?

arXiv:2609.01139 · cs.CL · Submitted 2026-09-01 · Read on arXiv

cs.CL

Submitted: 2026-09-01

Updated: 2026-09-01

Terminology

• Aggregation — 20× in this paper · explained in 1 episode
• Accuracy — 7× in this paper · explained in 1 episode
• Consistency — 6× in this paper · explained in 3 episodes
• Task Decomposition — 6× in this paper · explained in 2 episodes
• Alignment — 5× in this paper · explained in 1 episode
• LLM-as-a-Judge — 5× in this paper · explained in 3 episodes
• Benchmark — 2× in this paper · explained in 2 episodes
• In-Context Learning — 2× in this paper · explained in 4 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Average Advantage Probability — 1× in this paper
• Calibration — 1× in this paper · explained in 7 episodes
• Evaluation Dimensions — 1× in this paper · explained in 3 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• In-Context Learning (ICL) — 1× in this paper · explained in 5 episodes
• alpha — 1× in this paper · explained in 1 episode

Sources

• gpt-oss-120b & gpt-oss-20b Model Card
• DnA-Eval: Enhancing Large Language Model Evaluation through Decomposition and Aggregation
• Qwen3 Technical Report

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