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@@ -86,10 +86,13 @@ Tests whether embedding models can represent all top-k combinations of relevant
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  ## Citation
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  ```bibtex
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- @article{weller2025limit,
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- title={On the Theoretical Limitations of Embedding-Based Retrieval},
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- author={Weller, Orion and Boratko, Michael and Naim, Iftekhar and Lee, Jinhyuk},
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- journal={arXiv preprint arXiv:TODO},
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- year={2025}
 
 
 
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  }
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  ```
 
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  ## Citation
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  ```bibtex
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+ @misc{weller2025theoreticallimitationsembeddingbasedretrieval,
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+ title={On the Theoretical Limitations of Embedding-Based Retrieval},
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+ author={Orion Weller and Michael Boratko and Iftekhar Naim and Jinhyuk Lee},
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+ year={2025},
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+ eprint={2508.21038},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.IR},
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+ url={https://arxiv.org/abs/2508.21038},
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  }
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  ```