sync

README.md

@@ -40,9 +40,8 @@
 
 ## News
 
-<!-- **[2024.10.1x]** 🌟Release AcademicEval -->
-**[2024.10.1x]** 🌟 GoR is released.
-<!-- **[2024.10.1x]** 🌟Release Thought Retriever -->
+**[2024.10.16]** 🌟 GoR is released.
+
 
 
 ## 📌Preliminary
@@ -139,20 +138,12 @@ python sum_eval.py --cuda 0 --file_name ./result/[DATASET].json
 
 
 
-
-
-## Acknowledgments
-
-x
-
-
-
 ## Citation
 
 ```bibtex
 @article{GoR,
   title={Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs},
-  author={Haozhen Zhang and Tao Feng and Jiaxuan You*},
+  author={Haozhen Zhang and Tao Feng and Jiaxuan You},
   journal={arXiv preprint arXiv:xxx},
   year={2024}
 }

docs/index.html

@@ -87,17 +87,16 @@
           <h1 class="title is-1 publication-title">Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs</h1>
           <div class="is-size-5 publication-authors">
             <span class="author-block">
-              <a>Haozhen Zhang</a><sup>1</sup>,</span>
+              <a>Haozhen Zhang</a>,</span>
             <span class="author-block">
-              <a>Tao Feng</a><sup>2</sup>,</span>
+              <a>Tao Feng</a>,</span>
             <span class="author-block">
-              <a>Jiaxuan You</a><sup>2</sup>,
+              <a>Jiaxuan You</a>,
             </span>
           </div>
 
           <div class="is-size-5 publication-authors">
-            <span class="author-block"><sup>1</sup>Tsinghua University,</span>
-            <span class="author-block"><sup>2</sup>University of Illinois at Urbana-Champaign</span>
+            <span class="author-block">University of Illinois at Urbana-Champaign</span>
           </div>
 
           <div class="column has-text-centered">
@@ -170,12 +169,16 @@ <h2 class="title is-3">Abstract</h2>
               <h2 class="title is-3">Graph of Records (GoR)</h2>
               <div class="content has-text-justified">
                   <p>
-                      Test.
+                    GoR randomly selects text chunks from long documents to feed into LLMs for query simulation, 
+                    which are saved as a self-supervised training corpus and further used for graph construction inspired by the 
+                    retrieve-then-generate paradigm in RAG. For model training, GoR leverages GNNs to obtain node embeddings and calculate their 
+                    similarities to the query embedding. Finally, GoR features contrastive learning and pair-wise ranking objectives based on the 
+                    node ranking list derived from BERTScore calculation.
                   </p>
               </div>
               <div>
-                  <img src="./static/figs/RAG.png" alt="model figure" width="200px"/>
-                  <p>Model Figure</p>
+                  <img src="./static/figs/model.png" alt="model figure" width="200px"/>
+                  <p>GoR Model Architecture</p>
               </div>
           </div>
       </div>
@@ -191,11 +194,12 @@ <h2 class="title is-3">Graph of Records (GoR)</h2>
               <h2 class="title is-3">Experiments</h2>
               <div class="content has-text-justified">
                   <p>
-                      Test.
+                      Experimental results on QMSum, AcademicEval, WCEP, and BookSum datasets over long-context global summarization tasks w.r.t. Rouge-L (R-L), 
+                      Rouge-1 (R-1), and Rouge-2 (R-2). 
                   </p>
               </div>
-              <img src="./static/figs/RAG.png" alt="model figure" width="200px"/>
-              <p>Results</p>
+              <img src="./static/figs/result.jpg" alt="experimental results" width="200px"/>
+              <p>Experimental Results</p>
           </div>
       </div>
     </div>
@@ -207,7 +211,7 @@ <h2 class="title is-3">Experiments</h2>
   <div class="container is-max-desktop content">
     <h2 class="title">BibTeX</h2>
     <pre><code>@article{GoR,
-  author    = {Haozhen Zhang and Tao Feng and Jiaxuan You*},
+  author    = {Haozhen Zhang and Tao Feng and Jiaxuan You},
   title     = {Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs},
   journal   = {arXiv preprint arXiv:xxx},
   year      = {2024},