Update README.md

README.md

@@ -154,6 +154,16 @@ Print the results
 
     print_results(results)
 
+```
+OUTPUT:
+
+    Hallucination severity: 0.9844
+
+    Potentially hallucinated sentences:
+    - The heart is a vital six-chambered organ that pumps blood throughout the human body. (Probability: 0.9102)
+    - It contains three atria and three ventricles that work in harmony to circulate blood. (Probability: 1.0000)
+    - The heart primarily runs on glucose for energy and typically beats at a rate of 20-30 beats per minute in adults. (Probability: 0.9844) 
+```
 
 ### Model Description
 
@@ -161,8 +171,6 @@ Print the results
 
 - Developed by: AIMon Labs, Inc.
 
-- Model type: 
-
 - Language(s) (NLP): English
 
 - License: CC BY-NC-SA 4.0
@@ -208,27 +216,17 @@ See paper for [more details](https://arxiv.org/abs/2504.07069)
 
 ## Citation:
 
-@misc {hdm-2-3b,
-
-    author       = {Paudel, A. and Lyzhov, A. and AIMon Labs},
-
-    title        = {HDM-2-3B: Hallucination Detection Model for Enterprise LLMs}, [Bibek Paudel](mailto:[email protected]) 
-
-    year         = 2025,
-
-    url          = {<https://huggingface.co/aimonlabs/> ??????? [Preetam Joshi](mailto:preetam@aimon.ai)},
-
-    publisher    = {AIMon Labs, Inc.},
-
-    eprint       = {2504.07069},
-
-    archivePrefix= {arXiv},
-
-    primaryClass = {cs.CL},
-
-    url          = {https\://arxiv.org/abs/2504.07069}
-
+```
+@misc{paudel2025hallucinothallucinationdetectioncontext,
+      title={HalluciNot: Hallucination Detection Through Context and Common Knowledge Verification}, 
+      author={Bibek Paudel and Alexander Lyzhov and Preetam Joshi and Puneet Anand},
+      year={2025},
+      eprint={2504.07069},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2504.07069}, 
 }
+```
 
 
 ## Model Card Authors