Papers by Akaash Kolluri
Finetuning LLMs for Human Behavior Prediction in Social Science Experiments (2025.emnlp-main)
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| Challenge: | Large language models can be used to simulate social science experiments . finetuning LLMs directly on individual-level responses from past experiments improves accuracy . |
| Approach: | They propose to fine tune large language models directly on individual responses from past experiments to achieve multiple levels of generalization. |
| Outcome: | The proposed model outperforms GPT-4o in completely unseen studies by 36% . the proposed model reduces demographic parity difference by 10.6% compared to GPT-4) |