diff --git a/docs/en/datasets/explorer/dashboard.md b/docs/en/datasets/explorer/dashboard.md
index 6c4d3e4e..62982b82 100644
--- a/docs/en/datasets/explorer/dashboard.md
+++ b/docs/en/datasets/explorer/dashboard.md
@@ -41,19 +41,19 @@ Semantic search is a technique for finding similar images to a given image. It i
For example:
In this VOC Exploration dashboard, user selects a couple aeroplane images like this:
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+
On performing similarity search, you should see a similar result:
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## Ask AI
This allows you to write how you want to filter your dataset using natural language. You don't have to be proficient in writing SQL queries. Our AI powered query generator will automatically do that under the hood. For example - you can say - "show me 100 images with exactly one person and 2 dogs. There can be other objects too" and it'll internally generate the query and show you those results. Here's an example output when asked to "Show 10 images with exactly 5 persons" and you'll see a result like this:
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Note: This works using LLMs under the hood so the results are probabilistic and might get things wrong sometimes
@@ -67,7 +67,7 @@ WHERE labels LIKE '%person%' AND labels LIKE '%dog%'
```
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This is a Demo build using the Explorer API. You can use the API to build your own exploratory notebooks or scripts to get insights into your datasets. Learn more about the Explorer API [here](api.md).
diff --git a/docs/en/guides/distance-calculation.md b/docs/en/guides/distance-calculation.md
index cb42b725..8cd064e4 100644
--- a/docs/en/guides/distance-calculation.md
+++ b/docs/en/guides/distance-calculation.md
@@ -14,7 +14,7 @@ Measuring the gap between two objects is known as distance calculation within a
| Distance Calculation using Ultralytics YOLOv8 |
|:-----------------------------------------------------------------------------------------------------------------------------------------------:|
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## Advantages of Distance Calculation?