What is recorded here?
Studied reasoning reinforcement learning without a supervised cold start in R1-Zero, then combined cold-start examples and staged training in R1 and distilled reasoning outputs to smaller models.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
R1-Zero's no-cold-start claim is not a claim about R1. GRPO is inherited. The paper reports language-mixing and general-capability limits; benchmark comparisons do not establish general superiority.
Read the original work
- DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
- DeepSeek-AI: R1 reasoning post-training and distillation — official research record
This English explanation is an editorial reading view. It does not replace the complete original work or certify its science.
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People and systems
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities. The recorded author list is incomplete.
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English catalogue narrative
DeepSeek-AI: R1 reasoning post-training and distillation
Studied reasoning reinforcement learning without a supervised cold start in R1-Zero, then combined cold-start examples and staged training in R1 and distilled reasoning outputs to smaller models.
Scientific scope
R1-Zero's no-cold-start claim is not a claim about R1. GRPO is inherited. The paper reports language-mixing and general-capability limits; benchmark comparisons do not establish general superiority.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.