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richardpaulhudson committed Jul 8, 2022
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Expand Up @@ -1084,10 +1084,9 @@ token is not supported. However, an important difference from
search phrases is that the topic matching use case places no
restrictions on the grammatical structures permissible within the query document.

The Holmes source code ships with three examples demonstrating the topic matching use case with an English literature
corpus, a German literature corpus and a German legal corpus respectively. The two literature examples are hosted at
the [Holmes demonstration website](https://holmes-demo.explosion.services/), although users are encouraged to run [the scripts](https://github.com/explosion/holmes-extractor/blob/master/examples/)
locally as well to get a feel for how they work. The German law example starts a simple interactive console and its [script](https://github.com/explosion/holmes-extractor/blob/master/examples/example_search_DE_law.py) contains some example queries as comments.
In addition to the [Holmes demonstration website](https://holmes-demo.explosion.services/), the Holmes source code ships with [three examples](https://github.com/explosion/holmes-extractor/blob/master/examples/) demonstrating the topic matching use case with an English literature
corpus, a German literature corpus and a German legal corpus respectively. Users are encouraged to run these
to get a feel for how they work.

Topic matching uses a variety of strategies to find text passages that are relevant to the query. These include
resource-hungry procedures like investigating semantic relationships and comparing embeddings. Because applying these
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