Papers with Professional summaries
Focus Attention: Promoting Faithfulness and Diversity in Summarization (2021.acl-long)
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| Challenge: | Currently, document summarization is challenging even for humans. |
| Approach: | They propose a focus attention mechanism which encourages decoders to generate tokens that are topically similar to the input document. |
| Outcome: | The proposed method outperforms top-k and nucleus sampling methods on the BBC extreme summarization task and is more accurate than focus attention-based models. |