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Fix minor typos (#6556) 

* Fix minor typos

Signed-off-by: Guido Lena Cota <guido.lenacota@gmail.com>

* Apply suggestions from code review

Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com>

---------

Signed-off-by: Guido Lena Cota <guido.lenacota@gmail.com>
Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com>
Co-authored-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com>
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_search-plugins/knn/knn-index.md
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@ -208,8 +208,8 @@ The following example uses the `hnsw` method without specifying an encoder (by d
Paramater Name | Required | Default | Updatable | Description
:--- | :--- | :--- | :--- | :---
`m` | false | 1 | false | Determine how many many sub-vectors to break the vector into. sub-vectors are encoded independently of each other. This dimension of the vector must be divisible by `m`. Max value is 1024.
`code_size` | false | 8 | false | Determines the number of bits to encode a sub-vector into. Max value is 8. **Note** --- for IVF, this value must be less than or equal to 8. For HNSW, this value can only be 8.
`m` | false | 1 | false | Determines the number of subvectors into which to break the vector. Subvectors are encoded independently of each other. This dimension of the vector must be divisible by `m`. Maximum value is 1,024.
`code_size` | false | 8 | false | Determines the number of bits into which to encode a subvector. Maximum value is 8. For IVF, this value must be less than or equal to 8. For HNSW, this value can only be 8.
### Choosing the right method