Update README.md

README.md

@@ -56,6 +56,61 @@ If you find LLM-based topic generation has hallucination or instability, and coh
 }
 ```
 
-(Other citations omitted for brevity, but should remain in the final PR)
 
-If you have problems, please create an issue or email the authors.
+If you use the human annotations or preprocessing:
+```
+@inproceedings{li-etal-2024-improving,
+    title = "Improving the {TENOR} of Labeling: Re-evaluating Topic Models for Content Analysis",
+    author = "Li, Zongxia  and
+      Mao, Andrew  and
+      Stephens, Daniel  and
+      Goel, Pranav  and
+      Walpole, Emily  and
+      Dima, Alden  and
+      Fung, Juan  and
+      Boyd-Graber, Jordan",
+    editor = "Graham, Yvette  and
+      Purver, Matthew",
+    booktitle = "Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers)",
+    month = mar,
+    year = "2024",
+    address = "St. Julian{'}s, Malta",
+    publisher = "Association for Computational Linguistics",
+    url = "https://aclanthology.org/2024.eacl-long.51/",
+    pages = "840--859"
+}
+```
+
+If you want to use the claim coherence does not generalize to neural topic models:
+```
+@inproceedings{hoyle-etal-2021-automated,
+    title = "Is Automated Topic Evaluation Broken? The Incoherence of Coherence",
+    author = "Hoyle, Alexander Miserlis  and
+      Goel, Pranav  and
+      Hian-Cheong, Andrew and
+      Peskov, Denis and
+      Boyd-Graber, Jordan and
+      Resnik, Philip",
+    booktitle = "Advances in Neural Information Processing Systems",
+    year = "2021",
+    url = "https://arxiv.org/abs/2107.02173",
+}
+```
+
+
+If you evaluate ground-truth evaluations or stability:
+```
+@inproceedings{hoyle-etal-2022-neural,
+    title = "Are Neural Topic Models Broken?",
+    author = "Hoyle, Alexander Miserlis  and
+      Goel, Pranav  and
+      Sarkar, Rupak  and
+      Resnik, Philip",
+    booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2022",
+    year = "2022",
+    publisher = "Association for Computational Linguistics",
+    url = "https://aclanthology.org/2022.findings-emnlp.390",
+    doi = "10.18653/v1/2022.findings-emnlp.390",
+    pages = "5321--5344",
+}
+```