Update README

README.md

@@ -53,7 +53,7 @@ See this [article](https://neuml.hashnode.dev/embeddings-in-the-cloud) for addit
 
 ## Evaluation Results
 
-Performance was evaluated using the [NDCG@10](https://en.wikipedia.org/wiki/Discounted_cumulative_gain) score with a [custom question-answer evaluation set](https://github.com/neuml/txtchat/tree/master/datasets/wikipedia). Results are shown below.
+Performance was evaluated using the [NDCG@10](https://en.wikipedia.org/wiki/Discounted_cumulative_gain) score with a [custom question-answer evaluation set](https://github.com/neuml/ragdata/tree/master/datasets/wikipedia). Results are shown below.
 
 | Model                                                      | NDCG@10    | MAP@10     |
 | ---------------------------------------------------------- | ---------- | ---------  |
@@ -69,14 +69,14 @@ The following steps show how to build this index. These scripts are using the la
 
 - Install required build dependencies
 ```bash
-pip install txtchat mwparserfromhell datasets
+pip install ragdata mwparserfromhell
 ```
 
 - Download and build pageviews database
 ```bash
 mkdir -p pageviews/data
 wget -P pageviews/data https://dumps.wikimedia.org/other/pageview_complete/monthly/2024/2024-08/pageviews-202408-user.bz2
-python -m txtchat.data.wikipedia.views -p en.wikipedia -v pageviews
+python -m ragdata.wikipedia.views -p en.wikipedia -v pageviews
 ```
 
 - Build Wikipedia dataset
@@ -94,7 +94,7 @@ ds.save_to_disk(f"wikipedia-{date}")
 
 - Build txtai-wikipedia index
 ```bash
-python -m txtchat.data.wikipedia.index \
+python -m ragdata.wikipedia.index \
        -d wikipedia-20240901 \
        -o txtai-wikipedia \
        -v pageviews/pageviews.sqlite