Add model card metadata and improve README
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by nielsr HF Staff - opened
README.md
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---
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license: cc-by-4.0
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---
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license: cc-by-4.0
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library_name: transformers
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pipeline_tag: text-generation
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---
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# AeSlides: Incentivizing Aesthetic Layout in LLM-Based Slide Generation via Verifiable Rewards
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AeSlides is a reinforcement learning framework designed to improve the aesthetic layout quality of slides generated by Large Language Models (LLMs). This model is based on GLM-4.7-Flash and is optimized to address the "modality gap" in slide generation, where the generation process is text-centric but the quality is judged by visual aesthetics.
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- **Paper:** [AeSlides: Incentivizing Aesthetic Layout in LLM-Based Slide Generation via Verifiable Rewards](https://arxiv.org/abs/2604.22840)
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- **Repository:** [https://github.com/ympan0508/aeslides](https://github.com/ympan0508/aeslides)
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## Methodology
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AeSlides introduces a suite of programmatically verifiable metrics to quantify slide layout quality, including aspect ratio compliance, whitespace reduction, element collisions, and visual imbalance. These metrics are used as rewards in a GRPO-based reinforcement learning framework to align the model with human aesthetic preferences.
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With only 5K training prompts, AeSlides significantly improves layout coherence:
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- Aspect ratio compliance: 36% → 85%
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- Whitespace reduction: ↓ 44%
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- Element collisions: ↓ 43%
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- Visual imbalance: ↓ 28%
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## Citation
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If you find this work useful, please cite the paper:
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```bibtex
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@article{pan2025aeslides,
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title={AeSlides: Incentivizing Aesthetic Layout in LLM-Based Slide Generation via Verifiable Rewards},
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author={Pan, Yumeng and others},
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journal={arXiv preprint arXiv:2604.22840},
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year={2025}
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}
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```
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