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Image Credit: Arxiv

Skywork-Reward-V2: Scaling Preference Data Curation via Human-AI Synergy

  • Researchers have identified limitations in current reward models in reinforcement learning from human feedback.
  • To address these limitations, they introduced a large-scale preference dataset named SynPref-40M.
  • A two-stage pipeline involving human annotations and AI scalability was designed to curate the data.
  • Their Skywork-Reward-V2 suite of eight reward models shows state-of-the-art performance across various benchmarks.

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