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  <div class="authors">
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  <span>Jinkun Hou<sup>1*</sup>,</span><span>Zhuo Liu<sup>2*</sup>,</span><span>Huimin Ren<sup>3†</sup>,</span><span>Hongsheng Xin<sup>3</sup>,</span><span>Pan Zhou<sup>3</sup>,</span><span>Kun Zhan<sup>3</sup></span>
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  </div>
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- <div class="affiliations"><sup>1</sup>Peking University · <sup>2</sup>Beijing Institute of Technology · <sup>3</sup>Li Auto Inc.<br>* Equal contribution · † Corresponding author</div>
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  <nav class="links" aria-label="Project links">
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  <a class="button" href="https://arxiv.org/pdf/2608.09123" target="_blank" rel="noopener">Paper PDF</a>
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  <a class="button secondary" href="https://arxiv.org/abs/2608.09123" target="_blank" rel="noopener">arXiv</a>
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  <!-- Export Figure 1 from your local PDF and replace this div with:
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  <img src="./static/images/overview.jpg" alt="RISE-RL guidance and exploration overview">
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  -->
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- <div class="figure-placeholder"><div><strong>Figure 1 placeholder</strong>First-page upper-right overview figure<br><code>static/images/overview.jpg</code></div></div>
 
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  <figcaption><strong>Guidance expands the reachable policy space.</strong> RISE-RL targets repeatedly missed rubric criteria early, then returns to autonomous on-policy exploration.</figcaption>
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  </figure>
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  </div>
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  <!-- Export Figure 2 from your local PDF and replace this div with:
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  <img src="./static/images/framework.jpg" alt="Full RISE-RL algorithm framework">
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  -->
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- <div class="figure-placeholder"><div><strong>Figure 2 placeholder</strong>Full RISE-RL algorithm framework<br><code>static/images/framework.jpg</code></div></div>
 
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  <figcaption><strong>Figure 2.</strong> Natural-prompt GRPO is paired with an early selective-guidance branch. The auxiliary guidance loss is removed after the reward advantage saturates.</figcaption>
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  </figure>
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  <div class="explain-grid">
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  <!-- Export Table 1 from your local PDF and replace this div with:
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  <img src="./static/images/main-results.png" alt="Main results across four open-ended domains">
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  -->
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- <div class="figure-placeholder"><div><strong>Table 1 placeholder</strong>Main results for Qwen3-4B and Qwen3-14B<br><code>static/images/main-results.png</code></div></div>
 
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  <figcaption><strong>Table 1.</strong> Main results across four domains. Green values denote gains over the corresponding initial model; bold rows show RISE-RL.</figcaption>
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  </figure>
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  <div class="result-note">
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  <!-- Export Figure 3 from your local PDF and replace this div with:
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  <img src="./static/images/guidance-comparison.jpg" alt="Rubric-RL, persistent guidance, and RISE-RL comparison">
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  -->
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- <div class="figure-placeholder"><div><strong>Figure 3 placeholder</strong>Rubric-RL vs. persistent guidance vs. RISE-RL<br><code>static/images/guidance-comparison.jpg</code></div></div>
 
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  <figcaption><strong>Figure 3.</strong> Rubric-RL, persistent guidance, and RISE-RL on Writing and Health. Dashed vertical lines indicate guidance removal.</figcaption>
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  </figure>
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  <div class="dynamics-copy">
 
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  <div class="authors">
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  <span>Jinkun Hou<sup>1*</sup>,</span><span>Zhuo Liu<sup>2*</sup>,</span><span>Huimin Ren<sup>3†</sup>,</span><span>Hongsheng Xin<sup>3</sup>,</span><span>Pan Zhou<sup>3</sup>,</span><span>Kun Zhan<sup>3</sup></span>
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  </div>
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+ <div class="affiliations"><sup>1</sup>Peking University · <sup>2</sup>Beijing Institute of Technology · <sup>3</sup>Li Auto Inc.<br>* This work was done during an internship at Li Auto Inc. · † Corresponding author</div>
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  <nav class="links" aria-label="Project links">
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  <a class="button" href="https://arxiv.org/pdf/2608.09123" target="_blank" rel="noopener">Paper PDF</a>
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  <a class="button secondary" href="https://arxiv.org/abs/2608.09123" target="_blank" rel="noopener">arXiv</a>
 
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  <!-- Export Figure 1 from your local PDF and replace this div with:
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  <img src="./static/images/overview.jpg" alt="RISE-RL guidance and exploration overview">
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  -->
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+ <img src="./static/images/overview.jpg"
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+ alt="RISE-RL guidance and exploration overview">
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  <figcaption><strong>Guidance expands the reachable policy space.</strong> RISE-RL targets repeatedly missed rubric criteria early, then returns to autonomous on-policy exploration.</figcaption>
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  </figure>
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  </div>
 
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  <!-- Export Figure 2 from your local PDF and replace this div with:
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  <img src="./static/images/framework.jpg" alt="Full RISE-RL algorithm framework">
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  -->
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+ <img src="./static/images/framework.jpg"
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+ alt="Full RISE-RL algorithm framework">
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  <figcaption><strong>Figure 2.</strong> Natural-prompt GRPO is paired with an early selective-guidance branch. The auxiliary guidance loss is removed after the reward advantage saturates.</figcaption>
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  </figure>
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  <div class="explain-grid">
 
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  <!-- Export Table 1 from your local PDF and replace this div with:
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  <img src="./static/images/main-results.png" alt="Main results across four open-ended domains">
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  -->
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+ <img src="./static/images/main-results.png"
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+ alt="Main results across four open-ended domains">
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  <figcaption><strong>Table 1.</strong> Main results across four domains. Green values denote gains over the corresponding initial model; bold rows show RISE-RL.</figcaption>
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  </figure>
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  <div class="result-note">
 
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  <!-- Export Figure 3 from your local PDF and replace this div with:
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  <img src="./static/images/guidance-comparison.jpg" alt="Rubric-RL, persistent guidance, and RISE-RL comparison">
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  -->
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+ <img src="./static/images/guidance-comparison.jpg"
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+ alt="Rubric-RL, persistent guidance, and RISE-RL comparison">
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  <figcaption><strong>Figure 3.</strong> Rubric-RL, persistent guidance, and RISE-RL on Writing and Health. Dashed vertical lines indicate guidance removal.</figcaption>
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  </figure>
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  <div class="dynamics-copy">