Update README.md

README.md

@@ -1,6 +1,6 @@
 ## Multi-Vector Search Datasets
 
-The datasets listed below are used in the [Multi-Vector HNSW](https://github.com/habedi/multi-vector-hnsw) project for benchmarking multi-vector approximate nearest neighbor search.
+The datasets listed below are used in the [Multi-Vector HNSW](https://github.com/habedi/multi-vector-hnsw) project for testing and benchmarking multi-vector approximate nearest neighbor search algorithms and their implementations.
 
 ---
 
@@ -11,11 +11,11 @@ Source: [habedi/stack-exchange-dataset](https://huggingface.co/datasets/habedi/s
 Each row contains:
 - `id`: unique post ID
 - `title`: the post title (text)
-- `body`: the main body content (with HTML tags removed)
+- `body`: the main body content (HTML tags removed)
 - `tags`: associated tags (text)
-- `embedding`: list of three 768-dimensional vectors for `[title, body, tags]`
+- `embedding`: a list of three 768-dimensional vectors for `[title, body, tags]`
 
-Text embeddings generated using `all-mpnet-base-v2` from Sentence Transformers (`sentence-transformers/all-mpnet-base-v2`)
+Text embeddings were generated using [`all-mpnet-base-v2`](https://huggingface.co/sentence-transformers/all-mpnet-base-v2) from Sentence Transformers.
 
 | Index | Dataset             | Size    |
 |-------|---------------------|--------:|
@@ -31,13 +31,14 @@ Source: [habedi/flickr-8k-dataset-clean](https://www.kaggle.com/datasets/habedi/
 
 Each row contains:
 - `id`: image filename
-- `captions`: list of 5 human-written captions
-- `image`: raw image (in JPEG format)
-- `embedding`: list of six 768-dimensional vectors: 5 for captions, 1 for image
+- `captions`: a list of 5 human-written captions
+- `image`: raw image data (JPEG format)
+- `embedding`: a list of six 768-dimensional vectors: 5 for captions, 1 for the image
 
-Caption embeddings were generated using the `sentence-transformers/all-mpnet-base-v2` model. 
-Image embeddings were created using the `openai/clip-vit-base-patch32` model via the HuggingFace Transformers library.
+Caption embeddings were generated using [`all-mpnet-base-v2`](https://huggingface.co/sentence-transformers/all-mpnet-base-v2).
 
-| Index | Dataset                  | Size   |
-|-------|--------------------------|-------:|
-| 1     | Flickr 8K (captions + image) | 8,091  |
+Image embeddings were generated using [`openai/clip-vit-base-patch32`](https://huggingface.co/openai/clip-vit-base-patch32) via the Hugging Face Transformers library.
+
+| Index | Dataset                      | Size   |
+|-------|------------------------------|-------:|
+| 1     | Flickr8k (captions + image)  | 8,091  |