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imjliao 's Collections
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Synthetic Data

updated Oct 23, 2023

Data enrichment methods for pre-training and fine-tuning

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  • Adapting Large Language Models via Reading Comprehension

    Paper • 2309.09530 • Published Sep 18, 2023 • 78

  • RLAIF: Scaling Reinforcement Learning from Human Feedback with AI Feedback

    Paper • 2309.00267 • Published Sep 1, 2023 • 50

  • Self-Alignment with Instruction Backtranslation

    Paper • 2308.06259 • Published Aug 11, 2023 • 42

  • Unnatural Instructions: Tuning Language Models with (Almost) No Human Labor

    Paper • 2212.09689 • Published Dec 19, 2022 • 1

  • Auto-Instruct: Automatic Instruction Generation and Ranking for Black-Box Language Models

    Paper • 2310.13127 • Published Oct 19, 2023 • 12

  • Let's Synthesize Step by Step: Iterative Dataset Synthesis with Large Language Models by Extrapolating Errors from Small Models

    Paper • 2310.13671 • Published Oct 20, 2023 • 19
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