Papers by Nicholas Kerry
Capturing Author Self Beliefs in Social Media Language (2025.acl-long)
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Siddharth Mangalik, Adithya V Ganesan, Abigail B. Wheeler, Nicholas Kerry, Jeremy D. W. Clifton, H. Schwartz, Ryan L. Boyd
| Challenge: | Existing methods for identifying self beliefs are limited. |
| Approach: | They propose a task that classifies language that contains explicit or implicit mentions of the author's self beliefs using an annotated set of 2,000 human-annotated self beliefs, 100,000 LLM-labeled examples, and 10,000 surveyed self belief paragraphs. |
| Outcome: | The proposed model outperforms OpenAI’s state-of-the-art GPT-4o model in the AUC of 0.944 and annotates 2,000 human-annotated self beliefs, 100,000 LLM-labeled examples, and 10,000 surveyed self belief paragraphs. |