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Computing & AI · Source-linked note

Pointer-generator summarization with a coverage penalty

Mixed vocabulary generation with attention-based source copying and added accumulated-attention coverage with an overlap penalty to reduce repetition in abstractive summaries.

What is recorded here?

Mixed vocabulary generation with attention-based source copying and added accumulated-attention coverage with an overlap penalty to reduce repetition in abstractive summaries.

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

Scientific scope

Copying and coverage have earlier pointer/translation precedents; this record concerns their particular summarization integration. Copying may reproduce source errors and the penalty discourages, rather than guarantees elimination of, repetition or factual mistakes.

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People and systems

Abigail See; Peter J. Liu; Christopher D. Manning

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.

Research locations and affiliations

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English catalogue narrative

Pointer-generator summarization with a coverage penalty

Mixed vocabulary generation with attention-based source copying and added accumulated-attention coverage with an overlap penalty to reduce repetition in abstractive summaries.

Scientific scope

Copying and coverage have earlier pointer/translation precedents; this record concerns their particular summarization integration. Copying may reproduce source errors and the penalty discourages, rather than guarantees elimination of, repetition or factual mistakes.

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

Abigail See; Peter J. Liu; Christopher D. Manning

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