What is recorded here?
Introduced response-length-adaptive advantage estimation within a value-based long-reasoning training framework, integrating value pretraining, decoupled estimators, clipping and positive-example learning.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Clip-Higher/token losses are inherited from DAPO, value pretraining/decoupled GAE from VC-PPO and sampling/self-imitation from earlier work. The specific length adaptation/integration is acquired, not invention of PPO or a universal stability theorem.
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English catalogue narrative
ByteDance Seed: VAPO length-adaptive value-based reasoning training
Introduced response-length-adaptive advantage estimation within a value-based long-reasoning training framework, integrating value pretraining, decoupled estimators, clipping and positive-example learning.
Scientific scope
Clip-Higher/token losses are inherited from DAPO, value pretraining/decoupled GAE from VC-PPO and sampling/self-imitation from earlier work. The specific length adaptation/integration is acquired, not invention of PPO or a universal stability theorem.
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.