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@@ -135,6 +135,17 @@ Trained on CodeParrot with a focus on Python function retrieval:
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  - Learns semantic similarity between queries and function signatures
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  - Uses attention-based retrieval over a memory bank
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  ## Related Work
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  Part of the [HashHop](https://github.com/codelion/hash-hop) project exploring long-context evaluation and memory-augmented architectures.
 
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  - Learns semantic similarity between queries and function signatures
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  - Uses attention-based retrieval over a memory bank
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+ ## Citation
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+
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+ ```bibtex
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+ @article{sharma2026malm,
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+ title={Reverse Engineering a $500M Mystery: From HashHop to Memory-Augmented Language Models},
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+ author={Sharma, Asankhaya},
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+ year={2026},
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+ url={https://huggingface.co/blog/codelion/reverse-engineering-magic-hashhop}
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+ }
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+ ```
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+
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  ## Related Work
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  Part of the [HashHop](https://github.com/codelion/hash-hop) project exploring long-context evaluation and memory-augmented architectures.