Keyphrase Generation

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 43 papers with code (81 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Deep Keyphrase Generation
  23 Apr 2017 4 repositories listed
  Keyphrase provides highly-condensed information that can be effectively used for understanding, organizing and retrieving text content.
• Topic-Aware Neural Keyphrase Generation for Social Media Language
  10 Jun 2019 2 repositories listed
  Further discussions show that our model learns meaningful topics, which interprets its superiority in social media keyphrase generation.
• An Analysis of Datasets, Metrics and Models in Keyphrase Generation
  12 Jun 2025 1 repository listed
  Keyphrase generation refers to the task of producing a set of words or phrases that summarises the content of a document.
• ERU-KG: Efficient Reference-aligned Unsupervised Keyphrase Generation
  30 May 2025 1 repository listed
  To solve these problems, we propose ERU-KG, an unsupervised keyphrase generation (UKG) model that consists of an informativeness and a phraseness module.
• Self-Compositional Data Augmentation for Scientific Keyphrase Generation
  5 Nov 2024 1 repository listed
  State-of-the-art models for keyphrase generation require large amounts of training data to achieve good performance.
• One2set + Large Language Model: Best Partners for Keyphrase Generation
  4 Oct 2024 1 repository listed Syntology ran 5 of 6 samples · 1 unverified · 6 pointer-only (licence)
  Further analysis shows that: 1) the one2set paradigm owns the advantage of high recall, but suffers from improper assignments of supervision signals during training; 2) LLMs are powerful in keyphrase selection, but…
• Unsupervised Domain Adaptation for Keyphrase Generation using Citation Contexts
  20 Sep 2024 1 repository listed
  Adapting keyphrase generation models to new domains typically involves few-shot fine-tuning with in-domain labeled data.
• MetaKP: On-Demand Keyphrase Generation
  28 Jun 2024 1 repository listed
  Leveraging MetaKP, we design both supervised and unsupervised methods, including a multi-task fine-tuning approach and a self-consistency prompting method with large language models.
• EUROPA: A Legal Multilingual Keyphrase Generation Dataset
  1 Mar 2024 1 repository listed Syntology ran 3 of 6 samples · 3 unverified · 6 pointer-only (licence)
  Keyphrase generation has primarily been explored within the context of academic research articles, with a particular focus on scientific domains and the English language.
• On Leveraging Encoder-only Pre-trained Language Models for Effective Keyphrase Generation
  21 Feb 2024 1 repository listed
  This study addresses the application of encoder-only Pre-trained Language Models (PLMs) in keyphrase generation (KPG) amidst the broader availability of domain-tailored encoder-only models compared to encoder-decoder…
• SimCKP: Simple Contrastive Learning of Keyphrase Representations
  12 Oct 2023 1 repository listed
  Keyphrase generation (KG) aims to generate a set of summarizing words or phrases given a source document, while keyphrase extraction (KE) aims to identify them from the text.
• Rethinking Model Selection and Decoding for Keyphrase Generation with Pre-trained Sequence-to-Sequence Models
  10 Oct 2023 1 repository listed
  DeSel improves greedy search by an average of 4.
• Towards Better Multi-modal Keyphrase Generation via Visual Entity Enhancement and Multi-granularity Image Noise Filtering
  9 Sep 2023 1 repository listed
  2) the input text and image are often not perfectly matched, and thus the image may introduce noise into the model.
• Data Augmentation for Low-Resource Keyphrase Generation
  29 May 2023 1 repository listed
  Very few works address the problem of keyphrase generation in low-resource settings, but they still rely on a lot of additional unlabeled data for pretraining and on automatic methods for pseudo-annotations.
• KPEval: Towards Fine-Grained Semantic-Based Keyphrase Evaluation
  27 Mar 2023 1 repository listed
  Despite the significant advancements in keyphrase extraction and keyphrase generation methods, the predominant approach for evaluation mainly relies on exact matching with human references.
• Is ChatGPT A Good Keyphrase Generator? A Preliminary Study
  23 Mar 2023 1 repository listed
  Based on our findings, we conclude that ChatGPT has great potential for keyphrase generation.
• Pre-trained Language Models for Keyphrase Generation: A Thorough Empirical Study
  20 Dec 2022 1 repository listed
  However, there lacks a systematic study of how the two types of approaches compare and how different design choices can affect the performance of PLM-based models.
• A Large-Scale Dataset for Biomedical Keyphrase Generation
  22 Nov 2022 1 repository listed
  Keyphrase generation is the task consisting in generating a set of words or phrases that highlight the main topics of a document.
• WR-ONE2SET: Towards Well-Calibrated Keyphrase Generation
  13 Nov 2022 1 repository listed Syntology ran 0 of 23 samples · 23 unverified
  Keyphrase generation aims to automatically generate short phrases summarizing an input document.
• General-to-Specific Transfer Labeling for Domain Adaptable Keyphrase Generation
  20 Aug 2022 1 repository listed
  Finally, we fine-tune the model with limited data with true labels to fully adapt it to the target domain.
• Retrieval-Augmented Multilingual Keyphrase Generation with Retriever-Generator Iterative Training
  21 May 2022 1 repository listed
  Keyphrase generation is the task of automatically predicting keyphrases given a piece of long text.
• Representation Learning for Resource-Constrained Keyphrase Generation
  15 Mar 2022 1 repository listed
  State-of-the-art keyphrase generation methods generally depend on large annotated datasets, limiting their performance in domains with limited annotated data.
• Learning Rich Representation of Keyphrases from Text
  16 Dec 2021 1 repository listed
  In the discriminative setting, we introduce a new pre-training objective - Keyphrase Boundary Infilling with Replacement (KBIR), showing large gains in performance (upto 8.
• Keyphrase Generation Beyond the Boundaries of Title and Abstract
  13 Dec 2021 1 repository listed
  Unlike prior large-scale datasets, FullTextKP includes the full text of the articles along with the title and abstract.
• KPDrop: Improving Absent Keyphrase Generation
  2 Dec 2021 1 repository listed
  Keyphrase generation is the task of generating phrases (keyphrases) that summarize the main topics of a given document.
• Structure-Augmented Keyphrase Generation
  1 Nov 2021 1 repository listed
  The second phase, encoding structure, builds a graph of keyphrases and the given document to obtain the structure-aware representation of the augmented text.
• Heterogeneous Graph Neural Networks for Keyphrase Generation
  10 Sep 2021 1 repository listed
  The encoder-decoder framework achieves state-of-the-art results in keyphrase generation (KG) tasks by predicting both present keyphrases that appear in the source document and absent keyphrases that do not.
• Keyphrase Generation for Scientific Document Retrieval
  28 Jun 2021 1 repository listed
  Sequence-to-sequence models have lead to significant progress in keyphrase generation, but it remains unknown whether they are reliable enough to be beneficial for document retrieval.
• One2Set: Generating Diverse Keyphrases as a Set
  24 May 2021 1 repository listed
  In this work, we propose a new training paradigm One2Set without predefining an order to concatenate the keyphrases.
• SGG: Learning to Select, Guide, and Generate for Keyphrase Generation
  6 May 2021 1 repository listed
  Keyphrases, that concisely summarize the high-level topics discussed in a document, can be categorized into present keyphrase which explicitly appears in the source text, and absent keyphrase which does not match any…

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.