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Fine-Tuned LLMs are “Time Capsules” for Tracking Societal Bias Through Books (2025.naacl-long)
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| Challenge: | We develop a corpus comprising 593 fictional books across seven decades (1950-2019) to track bias evolution. |
| Approach: | They develop a method to trace and quantify bias evolution using fine-tuned LLMs on fictional books across seven decades to track bias evolution. |
| Outcome: | The proposed method traces and quantifies bias evolution in a corpus of 593 fictional books across seven decades. |