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@@ -806,7 +806,7 @@
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"source": [
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"## Conclusion\n",
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"\n",
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"Congrats on implementing LATS! This is a technique that can be reasonably ast and effective at solving complex reasoning tasks. A few notes that you probably observed above:\n",
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"Congrats on implementing LATS! This is a technique that can be reasonably fast and effective at solving complex reasoning tasks. A few notes that you probably observed above:\n",
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"1. While effective , the tree rollout can take additional compute time. If you wanted to include this in a production app, you'd either want to ensure that intermediate steps are streamed (so the user sees the thinking process/has access to intermediate results) or use it for fine-tuning data to improve the single-shot accuracy and avoid long rollouts.\n",
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"2. The candidate selection process is only as good as the reward you generate. Here we are using self-reflection exclusively, but if you have an external source of feedback (such as code test execution), that should be incorporated in the locations mentioned above."
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]
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