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Merged
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Jul 9, 2025
Merged

Remove "the most optimal" #130900

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2 changes: 1 addition & 1 deletion docs/reference/elasticsearch/mapping-reference/sparse-vector.md
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Expand Up @@ -83,7 +83,7 @@ Parameters for `index_options` are:
: (Optional, float) Tokens whose weight is less than `tokens_weight_threshold` are considered insignificant and pruned. This value must be between 0 and 1. Default: `0.4`.

::::{note}
The default values for `tokens_freq_ratio_threshold` and `tokens_weight_threshold` were chosen based on tests using ELSERv2 that provided the most optimal results.
The default values for `tokens_freq_ratio_threshold` and `tokens_weight_threshold` were chosen based on tests using ELSERv2 that provided the optimal results.
::::

When token pruning is applied, non-significant tokens will be pruned from the query.
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2 changes: 1 addition & 1 deletion docs/reference/query-languages/query-dsl/query-dsl-sparse-vector-query.md
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Expand Up @@ -80,7 +80,7 @@ GET _search
: (Optional, boolean) If `true` we only input pruned tokens into scoring, and discard non-pruned tokens. It is strongly recommended to set this to `false` for the main query, but this can be set to `true` for a rescore query to get more relevant results. Default: `false`.

::::{note}
The default values for `tokens_freq_ratio_threshold` and `tokens_weight_threshold` were chosen based on tests using ELSERv2 that provided the most optimal results.
The default values for `tokens_freq_ratio_threshold` and `tokens_weight_threshold` were chosen based on tests using ELSERv2 that provided the optimal results.
::::

When token pruning is applied, non-significant tokens will be pruned from the query.
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2 changes: 1 addition & 1 deletion docs/reference/query-languages/query-dsl/query-dsl-text-expansion-query.md
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Expand Up @@ -69,7 +69,7 @@ GET _search
: (Optional, boolean) [preview] If `true` we only input pruned tokens into scoring, and discard non-pruned tokens. It is strongly recommended to set this to `false` for the main query, but this can be set to `true` for a rescore query to get more relevant results. Default: `false`.

::::{note}
The default values for `tokens_freq_ratio_threshold` and `tokens_weight_threshold` were chosen based on tests using ELSER that provided the most optimal results.
The default values for `tokens_freq_ratio_threshold` and `tokens_weight_threshold` were chosen based on tests using ELSER that provided the optimal results.
::::


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2 changes: 1 addition & 1 deletion docs/reference/query-languages/query-dsl/query-dsl-weighted-tokens-query.md
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Expand Up @@ -66,7 +66,7 @@ POST _search
: (Optional, boolean) If `true` we only input pruned tokens into scoring, and discard non-pruned tokens. It is strongly recommended to set this to `false` for the main query, but this can be set to `true` for a rescore query to get more relevant results. Default: `false`.

::::{note}
The default values for `tokens_freq_ratio_threshold` and `tokens_weight_threshold` were chosen based on tests using ELSER that provided the most optimal results.
The default values for `tokens_freq_ratio_threshold` and `tokens_weight_threshold` were chosen based on tests using ELSER that provided the optimal results.
::::


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