Unverified50% confidenceFactExact time
以 DeepSeek-R1 为代表的 RLVR 范式通过构建答案可自动验证的任务环境产生高质量训练信号，无需大规模人工标注
1
Sources
50%
Confidence
Long-term
Relevance
7/16/2026
First Seen
Sources
Related Claims
Unverified经过RLVR训练的模型（如DeepSeek-R1）在面对验证循环时表现出更好的可迭代性，更擅长理解错误反馈并调整生成策略84% similarUnverifiedOpen-source LLMs such as DeepSeek R1 are pre-trained on large-scale internet data and possess strong general-purpose capabilities.79% similarUnverifiedDeepSeek R1的强化学习奖励信号主要来自数学答案的正确性验证，而非工具调用格式的规范性，因此未针对Function Call专项对齐78% similar
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