AWhat changed
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
Mixed vocabulary generation with attention-based source copying and added accumulated-attention coverage with an overlap penalty to reduce repetition in abstractive summaries. 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.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. 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.
Contributors
- Source-listed authors and technical contributors · SCIENCE: 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.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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