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Add paper citation to dataset card

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@@ -21,10 +21,24 @@ The dataset is provided in `data/train.jsonl`. Each JSON object contains:
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  - `ground_truth`: list of reference answers
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  - `difficulty`: difficulty label (`easy`, `medium`, or `hard`)
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- The questions were generated internally and primarily concern information available from public web sources. This release does not include model trajectories, reasoning traces, or internal evaluation records.
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-
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  Automatically generated questions and reference answers may contain errors, ambiguity, or outdated information.
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  ## License
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  This dataset is released under the [Creative Commons Attribution 4.0 International](https://creativecommons.org/licenses/by/4.0/) license (CC BY 4.0).
 
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  - `ground_truth`: list of reference answers
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  - `difficulty`: difficulty label (`easy`, `medium`, or `hard`)
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  Automatically generated questions and reference answers may contain errors, ambiguity, or outdated information.
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+ ## Citation
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+
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+ If you use Traverse-AutoGen, please cite:
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+
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+ ```bibtex
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+ @misc{ma2026traverselearningrememberreset,
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+ title={Traverse: Learning When to Remember, Reset, and Redirect for Long-Horizon Web Search},
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+ author={Jingyuan Ma and Lynx Aster and He Zhang and Siyao Song and Weijie Yuan and Zhe Zhang and Kai Jia and Zhifang Sui},
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+ year={2026},
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+ eprint={2609.37082},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2609.37082},
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+ }
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+ ```
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+
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  ## License
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  This dataset is released under the [Creative Commons Attribution 4.0 International](https://creativecommons.org/licenses/by/4.0/) license (CC BY 4.0).