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README.md

@@ -10,13 +10,14 @@ tags:
 - sft
 - qwen2
 - peft
+- arxiv:2604.09629
 ---
 
 # HumorGen-7B
 
 A 7B humor generation model fine-tuned from [Qwen/Qwen2.5-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-7B-Instruct) using the **Cognitive Synergy Framework** — six psychologically-grounded AI personas generate and rank joke candidates, and only the best make it into training data. The result is a compact model that outperforms Qwen-2.5-32B and GPT-OSS-120B on automated humor evaluation.
 
-> 📄 [HumorGen: Cognitive Synergy for Humor Generation in Large Language Models via Persona-Based Distillation](https://edwardajayi.github.io/assets/papers/HumorGen_CSF.pdf)
+> 📄 [HumorGen: Cognitive Synergy for Humor Generation in Large Language Models via Persona-Based Distillation](https://arxiv.org/pdf/2604.09629)
 
 ---
 
@@ -94,11 +95,13 @@ print(tokenizer.decode(outputs[0][inputs.input_ids.shape[1]:], skip_special_toke
 ## Citation
 
 ```bibtex
-@misc{ajayi2025humorgen,
-  title        = {HumorGen: Cognitive Synergy for Humor Generation in Large Language Models via Persona-Based Distillation},
-  author       = {Ajayi, Edward and Mitra, Prasenjit},
-  year         = {2025},
-  howpublished = {\url{https://edwardajayi.github.io/assets/papers/HumorGen_CSF.pdf}},
-  note         = {Preprint}
+@misc{ajayi2026humorgen,
+  title         = {HumorGen: Cognitive Synergy for Humor Generation in Large Language Models via Persona-Based Distillation},
+  author        = {Ajayi, Edward and Mitra, Prasenjit},
+  year          = {2026},
+  eprint        = {2604.09629},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.CL},
+  url           = {https://arxiv.org/pdf/2604.09629}
 }
 ```