fix reference links for graph-based scorers

Author: dylanbouchard

docs/source/_notebooks/examples/long_text_graph_demo.ipynb

@@ -12,10 +12,12 @@
     "    of how to use these methods with <code>uqlm</code>. The available scorers and papers from which they are adapted are below:\n",
     "  </p>\n",
     "      \n",
-    "*   Long-text Uncertainty Quantification (LUQ) ([Zhang et al., 2024](https://arxiv.org/abs/2403.20279))\n",
-    "*   LUQ-Atomic ([Zhang et al., 2024](https://arxiv.org/abs/2403.20279))\n",
-    "*   LUQ-pair ([Zhang et al., 2024](https://arxiv.org/abs/2403.20279))\n",
-    "*   Generalized LUQ-pair ([Zhang et al., 2024](https://arxiv.org/abs/2403.20279))\n",
+    "*   Closeness Centrality ([Jiang et al., 2024](https://arxiv.org/abs/2410.20783))\n",
+    "*   Betweenness Centrality ([Jiang et al., 2024](https://arxiv.org/abs/2410.20783))\n",
+    "*   PageRank ([Jiang et al., 2024](https://arxiv.org/abs/2410.20783))\n",
+    "*   Degree Centrality ([Zhang et al., 2024](https://arxiv.org/abs/2403.20279))\n",
+    "*   Harmonic Centrality\n",
+    "*   Laplacian Centrality\n",
     "\n",
     "</div>\n",
     "\n",

examples/long_text_graph_demo.ipynb

@@ -12,10 +12,12 @@
     "    of how to use these methods with <code>uqlm</code>. The available scorers and papers from which they are adapted are below:\n",
     "  </p>\n",
     "      \n",
-    "*   Long-text Uncertainty Quantification (LUQ) ([Zhang et al., 2024](https://arxiv.org/abs/2403.20279))\n",
-    "*   LUQ-Atomic ([Zhang et al., 2024](https://arxiv.org/abs/2403.20279))\n",
-    "*   LUQ-pair ([Zhang et al., 2024](https://arxiv.org/abs/2403.20279))\n",
-    "*   Generalized LUQ-pair ([Zhang et al., 2024](https://arxiv.org/abs/2403.20279))\n",
+    "*   Closeness Centrality ([Jiang et al., 2024](https://arxiv.org/abs/2410.20783))\n",
+    "*   Betweenness Centrality ([Jiang et al., 2024](https://arxiv.org/abs/2410.20783))\n",
+    "*   PageRank ([Jiang et al., 2024](https://arxiv.org/abs/2410.20783))\n",
+    "*   Degree Centrality ([Zhang et al., 2024](https://arxiv.org/abs/2403.20279))\n",
+    "*   Harmonic Centrality\n",
+    "*   Laplacian Centrality\n",
     "\n",
     "</div>\n",
     "\n",