Does Order Matter? An Empirical Study on Generating Multiple Keyphrases as a Sequence
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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.
- 2021One2Set: Generating Diverse Keyphrases as a Setcited by 41
- 2021UniKeyphrase: A Unified Extraction and Generation Framework for Keyphrase Predictioncited by 15
- 2023From Statistical Methods to Deep Learning, Automatic Keyphrase Prediction: A Surveycited by 14
- 2021Unsupervised Deep Keyphrase Generationcited by 7
- 2022Conditional set generation using Seq2seq modelscited by 7
- 2022Applying Transformer-based Text Summarization for Keyphrase Generationcited by 6
- 2024EUROPA: A Legal Multilingual Keyphrase Generation Datasetcited by 5
- 2023Neural Keyphrase Generation: Analysis and Evaluationcited by 0
- 2024EUROPA: A Legal Multilingual Keyphrase Generation Dataset1 Mar 2024
- 2023From Statistical Methods to Deep Learning, Automatic Keyphrase Prediction: A Survey4 May 2023
- 2023Neural Keyphrase Generation: Analysis and Evaluation27 Apr 2023
- 2022Applying Transformer-based Text Summarization for Keyphrase Generation8 Sep 2022
- 2022Conditional set generation using Seq2seq models25 May 2022
- 2021UniKeyphrase: A Unified Extraction and Generation Framework for Keyphrase Prediction9 Jun 2021
- 2021One2Set: Generating Diverse Keyphrases as a Set24 May 2021
- 2021Unsupervised Deep Keyphrase Generation18 Apr 2021