Transformers
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@@ -36,7 +36,7 @@ On SWE-Bench Verified, **KAT-Dev** achieves comparable performance with **62.4%*
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  <td><strong>1. Mid-Training</strong></td>
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- <td>We observe that adding extensive training for tool-use capability, multi-turn interaction, and instruction-following at this stage may not yield large performance gains in the current results (e.g., on leaderboards like SWE-bench), but it will have a significant impact on the subsequent SFT and RL stages. This suggests that improving these foundational capabilities can have a profound effect on the model’s ability to perform complex tasks.
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  <td><strong>1. Mid-Training</strong></td>
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+ <td>We observe that adding extensive training for tool-use capability, multi-turn interaction, and instruction-following at this stage may not yield large performance gains in the current results (e.g., on leaderboards like SWE-bench). However, since our experiments are based on the Qwen3-32B model, we find that enhancing these foundational capabilities will have a significant impact on the subsequent SFT and RL stages. This suggests that improving such core abilities can profoundly influence the model’s capacity to handle more complex tasks.
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