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Update app.py

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  1. app.py +43 -9
app.py CHANGED
@@ -40,15 +40,6 @@ with gr.Blocks(css="""
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  """)
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  gr.Markdown(
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  """
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- [![Paper](https://img.shields.io/badge/paper-A42C25?style=for-the-badge&logo=arxiv&logoColor=white)](https://arxiv.org/pdf/2505.05315)
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- [![Hugging Face Collection](https://img.shields.io/badge/E1-fcd022?style=for-the-badge&logo=huggingface&logoColor=000&labelColor)](https://huggingface.co/collections/Salesforce/elastic-reasoning-682b4bba108d6ea0a8bab275)
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- [![Github](https://img.shields.io/badge/Elastic_Reasoning-000000?style=for-the-badge&logo=github&logoColor=000&logoColor=white)](https://github.com/SalesforceAIResearch/Elastic-Reasoning)
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-
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- ## Table of Contents
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- - [Introduction](#introduction)
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- - [Environment Setup](#environment-setup)
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- - [Training](#training)
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- - [Evaluation](#evaluation)
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  ## Introduction
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  We propose **Elastic Reasoning**, a novel framework for scalable chain of thoughts
@@ -75,7 +66,40 @@ training.
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  gr.Image("figs/aime.png", label="Framework", show_label=False, elem_id="small")
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  gr.Image("figs/livecode.png", label="Framework", show_label=False, elem_id="small")
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  gr.Image("figs/codetable.png", label="Framework", show_label=False, elem_id="my-img")
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  gr.Markdown(
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  """
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  ## Citation
@@ -88,6 +112,16 @@ training.
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  journal={arXiv preprint arXiv:2505.05315},
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  year={2025}
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  }
 
 
 
 
 
 
 
 
 
 
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  ```
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  """)
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  """)
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  gr.Markdown(
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  """
 
 
 
 
 
 
 
 
 
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  ## Introduction
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  We propose **Elastic Reasoning**, a novel framework for scalable chain of thoughts
 
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  gr.Image("figs/aime.png", label="Framework", show_label=False, elem_id="small")
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  gr.Image("figs/livecode.png", label="Framework", show_label=False, elem_id="small")
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  gr.Image("figs/codetable.png", label="Framework", show_label=False, elem_id="my-img")
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+ gr.HTML("""
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+ <div align="center">
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+ <div>
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+ <h3>Part 1:Fractured Chain-of-Thought (Scalable Chain of Thoughts via Elastic Reasoning) 🌟
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+ </div>
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+ <br>
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+ </div>
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+ """)
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+ gr.HTML("""
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+ <div style="display: flex; justify-content: center; gap: 8px; flex-wrap: wrap;">
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+ <a href="https://arxiv.org/pdf/2505.12992">
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+ <img src="https://img.shields.io/badge/paper-A42C25?style=for-the-badge&logo=arxiv&logoColor=white" />
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+ </a>
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+ <a href="https://github.com/BaohaoLiao/frac-cot">
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+ <img src="https://img.shields.io/badge/frac-cot-000000?style=for-the-badge&logo=github&logoColor=white" />
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+ </a>
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+ </div>
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+ """)
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+
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+ gr.Markdown(
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+ """
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+ ## Introduction
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+ We propose **Elastic Reasoning**, a novel framework for scalable chain of thoughts
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+ that explicitly separates reasoning into two phases—`thinking and solution`—with
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+ independently allocated budgets. At test time, Elastic Reasoning prioritize that
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+ completeness of solution segments, significantly improving reliability under tight
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+ resource constraints. To train models that are robust to truncated thinking, we
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+ introduce a lightweight `budget-constrained rollout` strategy, integrated into GRPO,
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+ which teaches the model to reason adaptively when the thinking process is cut
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+ short and generalizes effectively to unseen budget constraints without additional
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+ training.
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+ """)
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+ gr.Image("figs/framework.png", label="Framework", show_label=False, elem_id="my-img")
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  gr.Markdown(
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  """
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  ## Citation
 
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  journal={arXiv preprint arXiv:2505.05315},
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  year={2025}
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  }
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+
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+ @misc{liao2025fracturedchainofthoughtreasoning,
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+ title={Fractured Chain-of-Thought Reasoning},
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+ author={Baohao Liao and Hanze Dong and Yuhui Xu and Doyen Sahoo and Christof Monz and Junnan Li and Caiming Xiong},
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+ year={2025},
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+ eprint={2505.12992},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.LG},
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+ url={https://arxiv.org/abs/2505.12992},
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+ }
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  ```
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  """)
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