SlidesGen-Bench: Evaluating Slides Generation via Computational and Quantitative Metrics

arXiv:2601.09487 · cs.CL · Submitted 2026-08-21 · Read on arXiv

Yunqiao Yang, Wenbo Li, Houxing Ren, Zimu Lu, Ke Wang, Zhiyuan Huang, Zhuofan Zong, Mingjie Zhan, Hongsheng Li

cs.CL

Submitted: 2026-08-21

Updated: 2026-08-24

Code: https://github.com/YunqiaoYang/SlidesGen-Bench

Terminology

• Alignment — 14× in this paper · explained in 1 episode
• Benchmark — 11× in this paper · explained in 2 episodes
• Fidelity — 10× in this paper · explained in 2 episodes
• Accuracy — 9× in this paper · explained in 1 episode
• Core — 9× in this paper · explained in 2 episodes
• Consistency — 8× in this paper · explained in 3 episodes
• Verification — 7× in this paper · explained in 2 episodes
• Cognitive Load — 5× in this paper · explained in 2 episodes
• Ablation — 3× in this paper · explained in 1 episode
• Presentation Editability Intelligence — 3× in this paper
• Aalto Interface Metrics — 2× in this paper
• Ablation study — 2× in this paper · explained in 1 episode
• Grounding — 2× in this paper · explained in 3 episodes
• Hallucination — 2× in this paper · explained in 3 episodes
• LLM-as-a-Judge — 2× in this paper · explained in 3 episodes
• Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
• Structural Integrity — 2× in this paper · explained in 3 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Abstraction — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Document Object Model — 1× in this paper
• Error Taxonomy — 1× in this paper · explained in 2 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Feature Extraction — 1× in this paper · explained in 2 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Hierarchical Framework — 1× in this paper · explained in 2 episodes
• Multi-Agent System — 1× in this paper · explained in 6 episodes
• RAG — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Standardized Metrics — 1× in this paper · explained in 3 episodes
• Unified Framework — 1× in this paper · explained in 5 episodes

Sources

• PaddleOCR 3.0 Technical Report
• A Survey on Code Generation with LLM-based Agents
• Qwen Technical Report
• Enhancing Presentation Slide Generation by LLMs with a Multi-Staged End-to-End Approach
• The Llama 3 Herd of Models
• Mistral 7B
• Talk to Your Slides: High-Efficiency Slide Editing via Language-Driven Structured Data Manipulation
• No Free Labels: Limitations of LLM-as-a-Judge Without Human Grounding
• Verbosity Bias in Preference Labeling by Large Language Models
• SlideCoder: Layout-aware RAG-enhanced Hierarchical Slide Generation from Design
• LLaMA: Open and Efficient Foundation Language Models
• Llama 2: Open Foundation and Fine-Tuned Chat Models
• OpenHands: An Open Platform for AI Software Developers as Generalist Agents
• Qwen2.5 Technical Report
• Auto-Slides: An Interactive Multi-Agent System for Creating and Customizing Research Presentations

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