Papers by Luísa Shimabucoro
LLM See, LLM Do: Leveraging Active Inheritance to Target Non-Differentiable Objectives (2024.emnlp-main)
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| Challenge: | Historically, high-quality labeled data has been costly to curate due to scarcity of available data and financial cost. |
| Approach: | They characterize the impact of passive inheritance of model properties by studying how the source of synthetic data shapes models’ internal biases, calibration and preferences, and their generations’ textual attributes. |
| Outcome: | The proposed model inheritance can increase lexical diversity or reduce toxicity. |