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Feb 17, 2025
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Replace links and remove comments #468

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charlotte-hoblik Feb 17, 2025
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Merge branch 'main' into charlotte-fixlinks-251
charlotte-hoblik Feb 17, 2025
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16 changes: 4 additions & 12 deletions solutions/search/retrievers-examples.md
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Expand Up @@ -401,8 +401,7 @@ Which would return the following results:

## Example: Grouping results by year with `collapse` [retrievers-examples-collapsing-retriever-results]

In our result set, we have many documents with the same `year` value. We can clean this up using the `collapse` parameter with our retriever. This, as with the standard
% [collapse](/raw-migrated-files/elasticsearch/elasticsearch-reference/collapse-search-results.md) feature,
In our result set, we have many documents with the same `year` value. We can clean this up using the `collapse` parameter with our retriever. This, as with the standard [collapse](https://www.elastic.co/guide/en/elasticsearch/reference/current/collapse-search-results.html) feature,
enables grouping results by any field and returns only the highest-scoring document from each group. In this example we’ll collapse our results based on the `year` field.

```console
Expand Down Expand Up @@ -552,9 +551,7 @@ This returns the following response with collapsed results.

## Example: Highlighting results based on nested sub-retrievers [retrievers-examples-highlighting-retriever-results]

Highlighting is now also available for nested sub-retrievers matches. For example, consider the same `rrf` retriever as above, with a `knn` and `standard` retriever as its sub-retrievers. We can specify a `highlight` section,
% TODO URL as defined in the [highlighting](/raw-migrated-files/elasticsearch/elasticsearch-reference/highlighting.md) documentation,
and compute highlights for the top results.
Highlighting is now also available for nested sub-retrievers matches. For example, consider the same `rrf` retriever as above, with a `knn` and `standard` retriever as its sub-retrievers. We can specify a `highlight` section, as defined in the [highlighting](https://www.elastic.co/guide/en/elasticsearch/reference/current/highlighting.html) documentation, and compute highlights for the top results.

```console
GET /retrievers_example/_search
Expand Down Expand Up @@ -751,9 +748,7 @@ POST /retrievers_example_nested/_doc/3
POST /retrievers_example_nested/_refresh
```

Now we can run an `rrf` retriever query and also compute inner hits
% TODO URL [inner hits](/raw-migrated-files/elasticsearch/elasticsearch-reference/inner-hits.md)
for the `nested_field.nested_vector` field, based on the `knn` query specified.
Now we can run an `rrf` retriever query and also compute [inner hits](https://www.elastic.co/guide/en/elasticsearch/reference/current/inner-hits.html) for the `nested_field.nested_vector` field, based on the `knn` query specified.

```console
GET /retrievers_example_nested/_search
Expand Down Expand Up @@ -1276,10 +1271,7 @@ The output of which, albeit a bit verbose, will provide all the necessary info t

## Example: Rerank results of an RRF retriever [retrievers-examples-text-similarity-reranker-on-top-of-rrf]

To demonstrate the full functionality of retrievers, the following examples also require access to a semantic reranking model
% TODO URL [semantic reranking model](/raw-migrated-files/elasticsearch/elasticsearch-reference/semantic-reranking.md#semantic-reranking-models)
set up using the inference APIs.
% [Elastic inference APIs](/raw-migrated-files/elasticsearch/elasticsearch-reference/inference-apis.md).
To demonstrate the full functionality of retrievers, the following examples also require access to a [semantic reranking model](https://www.elastic.co/guide/en/elasticsearch/reference/current/semantic-reranking.html) set up using the [Elastic inference APIs](https://www.elastic.co/guide/en/elasticsearch/reference/current/inference-apis.html).

In this example we’ll set up a reranking service and use it with the `text_similarity_reranker` retriever to rerank our top results.

Expand Down
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