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RetroMAE: asymmetric masked reconstruction for retrieval-oriented encoders

Encoded moderately masked text into a sentence vector and reconstructed from a more heavily masked input with a lightweight decoder, adding position-specific decoding for denser training signals.

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Encoded moderately masked text into a sentence vector and reconstructed from a more heavily masked input with a lightweight decoder, adding position-specific decoding for denser training signals.

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

Scientific scope

Reconstruction also uses visible token context, not the sentence vector alone; it is not a lossless text-compression guarantee. Masked autoencoding, two-stream/position masks and pretrained Transformers are inherited. Original affiliations include Huawei and BUPT, with a prior-Microsoft work note, not retrospective BAAI authorship.

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People and systems

Zheng Liu; Yingxia Shao

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

RetroMAE: asymmetric masked reconstruction for retrieval-oriented encoders

Encoded moderately masked text into a sentence vector and reconstructed from a more heavily masked input with a lightweight decoder, adding position-specific decoding for denser training signals.

Scientific scope

Reconstruction also uses visible token context, not the sentence vector alone; it is not a lossless text-compression guarantee. Masked autoencoding, two-stream/position masks and pretrained Transformers are inherited. Original affiliations include Huawei and BUPT, with a prior-Microsoft work note, not retrospective BAAI authorship.

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

Zheng Liu; Yingxia Shao

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