mlsanityData to 7 Oct 2026

Does Order Matter? An Empirical Study on Generating Multiple Keyphrases as a Sequence

arXiv 1909.03590 ↗First posted 9 Sep 2019cs.CLcited by 8

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Abstract (arXiv)

Recently, concatenating multiple keyphrases as a target sequence has been proposed as a new learning paradigm for keyphrase generation. Existing studies concatenate target keyphrases in different orders but no study has examined the effects of ordering on models' behavior. In this paper, we propose several orderings for concatenation and inspect the important factors for training a successful keyphrase generation model. By running comprehensive comparisons, we observe one preferable ordering and summarize a number of empirical findings and challenges, which can shed light on future research on this line of work.

Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). First posted on arXiv 9 Sep 2019.

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Citing papers per year: 2021: 3; 2022: 2; 2023: 2; 2024: 1.

8 papers.