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Computing & AI · Source-linked note

Clark and colleagues: ELECTRA replaced-token detection

Proposed replaced-token detection as a sample-efficient discriminative pre-training objective for language representations.

What is recorded here?

Proposed replaced-token detection as a sample-efficient discriminative pre-training objective for language representations.

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

Scientific scope

ELECTRA changes the pre-training task; it is not the original BERT architecture or a general proof of compute superiority.

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People and systems

Kevin Clark; Minh-Thang Luong; Quoc V. Le; Christopher D. Manning

Complete named paper byline. Human research, source-reported system execution and experimental validation are distinct; individual effort shares are not measured.

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English catalogue narrative

Clark and colleagues: ELECTRA replaced-token detection

Proposed replaced-token detection as a sample-efficient discriminative pre-training objective for language representations.

Scientific scope

ELECTRA changes the pre-training task; it is not the original BERT architecture or a general proof of compute 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

Kevin Clark; Minh-Thang Luong; Quoc V. Le; Christopher D. Manning

Complete named paper byline. Human research, source-reported system execution and experimental validation are distinct; individual effort shares are not measured.

Original sources