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This PR is opinionated. Issue: the `API Reference` sections in the examples hold too much vertical space and make us scroll the page too much. See an [example](https://python.langchain.com/docs/get_started/quickstart/#conversation-retrieval-chain). These sections are **important**. So, the compacting should not make these sections less noticeable. Change: compacting the `API Reference` sections. See the [same example after change applied](https://langchain-j6nya46lf-langchain.vercel.app/docs/get_started/quickstart/#conversation-retrieval-chain). It is more compact and now looks like references (footnotes). Note: I would also change the section style, so it would be more noticeable (maybe to look like the footnotes. Smaller wider font?) --------- Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com> Co-authored-by: Bagatur <baskaryan@gmail.com>