Update README.md

README.md

@@ -455,7 +455,7 @@ configs:
 
 # The Heap Dataset
 
-We develop **The Heap**, a new contamination-free multilingual code dataset comprising 50 languages, that facilitates LLM evaluation reproducibility.
+We develop **The Heap**, a new contamination-free multilingual code dataset comprising 50 languages, which facilitates LLM evaluation reproducibility.
 
 # Collection
 
@@ -530,7 +530,7 @@ The next stage in our dataset pipeline is the cleaning procedure. We exclude any
 
 The final stage of our dataset pipeline is the deduplication process. We apply both exact and near deduplication against open code datasets listed in the table below. 
 
-### Open code dataset used for deduplication
+### Open code datasets used for deduplication
 | **Dataset**    | **Size** |
 | :--------: | :-------: |
 | The Stack V2  | 67.5 TB   |
@@ -563,14 +563,6 @@ Instead of removing exact and near duplicates found against other open datasets,
 
 The final dataset structure is shown in the example below.
 
-### Open code dataset used for deduplication
-| **Dataset**    | **Size** |
-| :--------: | :-------: |
-| The Stack V2  | 67.5 TB   |
-| The Stack   | 6.4 TB    |
-| Red Pajama |    2.67 TB    |
-| GitHub Code |    1 TB    |
-| CodeParrot | 180 GB |
 
 ```json
 {
@@ -615,7 +607,7 @@ The final dataset structure is shown in the example below.
 - **exact_duplicates_pubdataset**: boolean flag stating if there are any exact duplicate files found against another public dataset (The Stackv2, The Stack, RedPajama, GithubCode, CodeParrot)
 - **near_duplicates_pubdataset**: boolean flag stating if there are any near duplicate files found against another public dataset (The Stackv2, The Stack, RedPajama, GithubCode, CodeParrot)
 
-The distribution of the languages in The Heap is presented in the table below. 
+The distribution of the languages in The Heap is presented in the table below. The third column shows the number of files collected after filtering based on file size and word count. The last column indicates the number of files remaining after removing exact duplicates within the dataset, with exact and near duplicates compared to other datasets flagged among the remaining files.
 
 ### Programming languages included in The Heap
 | **Language** | **Repositories** | **Raw Files** | **Unique Files** |