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Update query.md

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  ### Query Encoding
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  Let's start by exploring SPLADE's query encoder. The query encoder is a `Q→Q` (query rewriting, query-to-query) transformer, and can be used in pipelines accordingly.
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- It maps a query string into [MatchOp](https://terrier-core.readthedocs.io/en/latest/querylanguage.html#matching-op-query-language) query with terms from the
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- query re-weighted and weighted expansion terms added.
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  <div class="pipeline">
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  <div class="df" title="Query Frame">Q</div>
 
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  ### Query Encoding
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  Let's start by exploring SPLADE's query encoder. The query encoder is a `Q→Q` (query rewriting, query-to-query) transformer, and can be used in pipelines accordingly.
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+ It maps a query string into a sparse `dict`-formatted query vector, with the tokens as the keys and the weights as values.
 
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  <div class="pipeline">
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  <div class="df" title="Query Frame">Q</div>