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SpecInfer: collective speculative models and token-tree verification

Combined several boost-tuned small speculative models or heuristic proposals into token trees and verified shared-prefix candidates in one parallel target-model pass.

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Combined several boost-tuned small speculative models or heuristic proposals into token trees and verified shared-prefix candidates in one parallel target-model pass.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

Inherits speculative decoding, adaptive boosting and small-model distillation. Original verifier and selected LLaMA/OPT experiments do not certify every stochastic sampler or numerical implementation. Extra draft training, tree construction, verification compute and memory remain real costs.

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People and systems

Xupeng Miao; Gabriele Oliaro; Zhihao Zhang; Xinhao Cheng; Zeyu Wang; Rae Ying Yee Wong; Zhuoming Chen; Daiyaan Arfeen; Reyna Abhyankar; Zhihao Jia

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.

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English catalogue narrative

SpecInfer: collective speculative models and token-tree verification

Combined several boost-tuned small speculative models or heuristic proposals into token trees and verified shared-prefix candidates in one parallel target-model pass.

Scientific scope

Inherits speculative decoding, adaptive boosting and small-model distillation. Original verifier and selected LLaMA/OPT experiments do not certify every stochastic sampler or numerical implementation. Extra draft training, tree construction, verification compute and memory remain real costs.

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

Xupeng Miao; Gabriele Oliaro; Zhihao Zhang; Xinhao Cheng; Zeyu Wang; Rae Ying Yee Wong; Zhuoming Chen; Daiyaan Arfeen; Reyna Abhyankar; Zhihao Jia

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.

Original sources