📰 2026-03-15 11:30 更新
🔸 Tree Search Distillation for Language Models Using PPO / 使用PPO进行语言模型的树搜索蒸馏
🔗 Tree Search Distillation for Language Models Using PPO
🔥 18 points
原文:
Tree Search Distillation for Language Models using PPO 03-01-2026 · Updated 03-03-2026 Game-playing neural networks like AlphaZero achieve superhuman performance in board games by augmenting the raw policy with a test-time search harness and distilling the stronger, augmented policy back into the network. Why aren’t similar techniques used in language modelling today? The DeepSeek-R1 authors mention they found limited success with MCTS; Finbarr Timbers has an excellent post on why they may ha…
译文:
使用PPO的语言模型树搜索蒸馏03-01-2026 ·更新03-03-2026 AlphaZero等游戏神经网络通过使用测试时搜索线束增强原始策略并将更强大的增强策略提取回网络,从而在棋盘游戏中实现超人的性能。为什么今天在语言建模中没有使用类似的技术? DeepSeek-R1的作者提到他们发现MCTS的成功有限; Finbarr T imbers有一个很好的帖子,说明为什么他们可能会…
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