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Small Model Rivals LLMs in Document Re-ranking via Reasoning

This is a Plain English Papers summary of a research paper called Small Model Rivals LLMs in Document Re-ranking via Reasoning. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview InteRank is a small language model (SLM) for document re-ranking that uses reasoning capabilities It employs knowledge distillation from large language models (LLMs) to improve performance Their distillation approach focuses on extracting reasoning patterns rather than just ranking scores The model shows comparable performance to much larger models while being significantly smaller InteRank outperforms state-of-the-art baselines on multiple benchmarks Plain English Explanation When you search for something online, search engines need to figure out which documents are most relevant to your query. This process, called "document re-ranking," has traditi... Click here to read the full summary of this paper

Apr 11, 2025 - 08:41
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Small Model Rivals LLMs in Document Re-ranking via Reasoning

This is a Plain English Papers summary of a research paper called Small Model Rivals LLMs in Document Re-ranking via Reasoning. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.

Overview

  • InteRank is a small language model (SLM) for document re-ranking that uses reasoning capabilities
  • It employs knowledge distillation from large language models (LLMs) to improve performance
  • Their distillation approach focuses on extracting reasoning patterns rather than just ranking scores
  • The model shows comparable performance to much larger models while being significantly smaller
  • InteRank outperforms state-of-the-art baselines on multiple benchmarks

Plain English Explanation

When you search for something online, search engines need to figure out which documents are most relevant to your query. This process, called "document re-ranking," has traditi...

Click here to read the full summary of this paper

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