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@@ -42,6 +42,8 @@ That transcript is greedy decoding (temperature 0), reproducible from
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  `FINAL_12H-best.pt`.
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  **Try it in the browser**: [thought-vectors-chat](https://huggingface.co/spaces/nochinator/thought-vectors-chat)
 
 
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  ## What to expect — and not
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@@ -78,9 +80,11 @@ bc565782b51d74fe56de1c2d9dd4e44c52b1e6ff192bfcdb758291edeaf5240c FINAL2_12H-bes
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  77bf080cc216f628fa80c260acc2cfe2ffb03c19bc3d44071047ad4377b0e4ad m5_frontier-best.pt
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  ```
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- The paper's matched token-LM baseline (`b3_lm_48m_24h-best.pt`, §6.5) ships
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- as a GitHub Release asset only it is the comparison model, not part of
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- this system.
 
 
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  ## Run it locally
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  `FINAL_12H-best.pt`.
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  **Try it in the browser**: [thought-vectors-chat](https://huggingface.co/spaces/nochinator/thought-vectors-chat)
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+ — a model picker lets you compare live against the paper's matched
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+ token-LM baseline (§6.5) on the same conversation.
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  ## What to expect — and not
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  77bf080cc216f628fa80c260acc2cfe2ffb03c19bc3d44071047ad4377b0e4ad m5_frontier-best.pt
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  ```
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+ The paper's matched token-LM baseline (`b3_lm_48m_24h-best.pt`, §6.5) is
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+ the comparison model, not part of this system, so the raw checkpoint ships
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+ as a GitHub Release asset only rather than in this repo. An ONNX export of
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+ it is available for live comparison in the [chat demo](https://huggingface.co/spaces/nochinator/thought-vectors-chat)'s
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+ model picker.
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  ## Run it locally
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