Update index.md, more links

Author: amrit110

docs/index.md

@@ -278,7 +278,7 @@ a.dataset-tag:hover {
 
 <div class="catalog-stats">
   <div class="stat">
-    <div class="stat-number">27</div>
+    <div class="stat-number">33</div>
     <div class="stat-label">Implementations</div>
   </div>
   <div class="stat">
@@ -314,6 +314,12 @@ a.dataset-tag:hover {
 
 
 
+
+
+
+
+
+
 
 
 
@@ -364,6 +370,21 @@ a.dataset-tag:hover {
         <strong>Datasets:</strong> <span class="dataset-tag">Physionet Challenge 2012</span>  <span class="dataset-tag">wiki2000</span>
     </div>
 
+    </div>
+    <div class="card" markdown>
+    <div class="header">
+        <h3><a href="https://github.com/VectorInstitute/retrieval-augmented-generation" title="Go to Repository">retrieval-augmented-generation</a></h3>
+        <span class="tag year-tag">2024</span>
+        <span class="tag type-tag">bootcamp</span>
+    </div>
+    <p>A repository reference implementations for retrieval-augmented generation</p>
+    <div class="tag-container">
+        <span class="tag" data-tippy="Web Search">Web Search</span>          <span class="tag" data-tippy="Document Search">Document Search</span>          <span class="tag" data-tippy="SQL Search">SQL Search</span>          <span class="tag" data-tippy="Cloud Search">Cloud Search</span>          <span class="tag" data-tippy="PubMed QA">PubMed QA</span>          <span class="tag" data-tippy="RAG Evaluation">RAG Evaluation</span>
+    </div>
+    <div class="datasets">
+        <strong>Datasets:</strong> <a href="https://pubmed.ncbi.nlm.nih.gov" class="dataset-tag" target="_blank">PubMed</a>  <span class="dataset-tag">wiki2000</span>
+    </div>
+
     </div>
 
     </div>
@@ -379,7 +400,7 @@ a.dataset-tag:hover {
     </div>
     <p>A framework for fine-tuning retrieval-augmented generation (RAG) systems.</p>
     <div class="tag-container">
-        <span class="tag" data-tippy="RA-DIT">RA-DIT</span>          <span class="tag" data-tippy="Algo2">Algo2</span>
+        <span class="tag" data-tippy="Basic fine-tuning with FL">Basic fine-tuning with FL</span>          <a href="https://arxiv.org/abs/2310.01352" class="tag" target="_blank">RA-DIT</a>
     </div>
 
 
@@ -399,4 +420,3 @@ a.dataset-tag:hover {
     </div>
 
     </div>
-

repositories/bias-mitigation-unlearning.yaml

@@ -1,5 +1,5 @@
 name: bias-mitigation-unlearning
-repo_id: bmu-repo
+repo_id: VectorInstitute/bias-mitigation-unlearning
 description: "A repository for social bias mitigation in LLMs using machine unlearning"
 implementations:
   - name: Negation via Task Vectors

repositories/diffusion-models.yaml

@@ -1,5 +1,5 @@
 name: diffusion-models
-repo_id: diffusion-repo
+repo_id: VectorInstitute/diffusion-models
 description: "A repository with demos for various diffusion models for tabular and time series data"
 implementations:
   - name: TabDDPM
@@ -14,7 +14,9 @@ implementations:
     url: https://arxiv.org/abs/2307.11494
 public_datasets:
   - name: Physionet Challenge 2012
-  - name: wiki2000
+    url: https://www.physionet.org/content/challenge-2012/1.0.0/
+  - name: Electricity dataset (UCI Machine Learning Repository)
+    url: https://archive.ics.uci.edu/dataset/321/electricityloaddiagrams20112014
 type: bootcamp
 year: 2024
 github_url: https://github.com/VectorInstitute/diffusion_models

repositories/fed-rag.yaml

@@ -2,10 +2,10 @@ name: fed-rag
 repo_id: fed-rag-repo
 description: "A framework for fine-tuning retrieval-augmented generation (RAG) systems."
 implementations:
-  - name: RA-DIT
-    url: null
-  - name: Algo2
+  - name: Basic fine-tuning with FL
     url: null
+  - name: RA-DIT
+    url: https://arxiv.org/abs/2310.01352
 type: tool
 year: 2025
 github_url: https://github.com/VectorInstitute/fed-rag

repositories/fl4health.yaml

@@ -1,5 +1,5 @@
 name: fl4health
-repo_id: fl4health-repo
+repo_id: VectorInstitute/FL4Health
 description: "A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings"
 implementations:
   - name: FedAvg

repositories/retrieval-augmented-generation.yaml

@@ -0,0 +1,24 @@
+name: retrieval-augmented-generation
+repo_id: vectorinstitute/retrieval-augmented-generation
+description: "A repository reference implementations for retrieval-augmented generation"
+implementations:
+  - name: Web Search
+    url: null
+  - name: Document Search
+    url: null
+  - name: SQL Search
+    url: null
+  - name: Cloud Search
+    url: null
+  - name: PubMed QA
+    url: null
+  - name: RAG Evaluation
+    url: null
+public_datasets:
+  - name: PubMed
+    url: https://pubmed.ncbi.nlm.nih.gov
+  - name: Banking Dataset - Marketing Targets
+    url: https://www.kaggle.com/datasets/prakharrathi25/banking-dataset-marketing-targets
+type: bootcamp
+year: 2024
+github_url: https://github.com/VectorInstitute/retrieval-augmented-generation

scripts/sync_repositories_to_docs.py

@@ -202,8 +202,8 @@ def generate_card_html(impl: Dict) -> str:
     if "github_url" in impl:
         repo_url = impl["github_url"]
     else:
-        repo_id = impl["repo_id"].replace("-repo", "")
-        repo_url = f"https://github.com/VectorInstitute/{repo_id}"
+        repo_id = impl["repo_id"]
+        repo_url = f"https://github.com/{repo_id}"
 
     # Add BibTeX citation button if available
     bibtex_html = ""