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1 de ene. de 2023 · We present Second Thought, a new learning paradigm that enables language models (LMs) to re-align with human values. By modeling the chain-of-edits between value-unaligned and value-aligned text,...
31 de oct. de 2022 · Abstract: We present Second Thoughts, a new learning paradigm that enables language models (LMs) to re-align with human values. By modeling the chain-of-edits between value-unaligned and value-aligned text, with LM fine-tuning and additional refinement through reinforcement learning, Second Thoughts not only achieves superior ...
By modeling the chain-of-edits between value-unaligned and value-aligned text, with LM fine-tuning and addi-tional refinement through reinforcement learning, SECOND THOUGHTS not only achieves superior performance in three value alignment benchmark datasets but also shows strong human-value transfer learning ability in few-shot scenarios.
Trained with SECOND THOUGHTS, LMs can not only re-align their generation with human values, even when the context has already been poisoned, but also show the chain of editing steps for ease of interpretability and to facilitate further edits (§4.5).
3 de abr. de 2024 · This article seeks to formulate some brief sociological and philosophical thoughts on the radically problematic nature and character of the virtual. These ultimately aim to critically challenge and reinvent the complex interrelations of contemporary ...
Abstract. We present SECOND THOUGHTS, a new learning paradigm that enables language models (LMs) to re-align with human values.
1 de ene. de 2023 · We present Second Thought, a new learning paradigm that enables language models (LMs) to re-align with human values. By modeling the chain-of-edits between value-unaligned and value-aligned text, with LM fine-tuning and additional refinement through reinforcement learning, Second Thought not only achieves superior performance in ...
