Papers Keyphrase Generation
“Keyphrase Generation” 태그가 달린 논문 81편 · 필터 해제
Data Augmentation for Low-Resource Keyphrase Generation
Keyphrase generation is the task of summarizing the contents of any given article into a few salient phrases (or keyphrases). Existing works for the task mostly rely on large-scale annotated datasets, which are not easy …
ArticlesData AugmentationKeyphrase GenerationChatGPT vs State-of-the-Art Models: A Benchmarking Study in Keyphrase Generation Task
Transformer-based language models, including ChatGPT, have demonstrated exceptional performance in various natural language generation tasks. However, there has been limited research evaluating ChatGPT's keyphrase genera…
ArticlesBenchmarkingDomain AdaptationKeyphrase Generation+1Neural Keyphrase Generation: Analysis and Evaluation
Keyphrase generation aims at generating topical phrases from a given text either by copying from the original text (present keyphrases) or by producing new keyphrases (absent keyphrases) that capture the semantic meaning…
DecoderKeyphrase GenerationSemantic SimilaritySemantic Textual SimilarityKPEval: Towards Fine-Grained Semantic-Based Keyphrase Evaluation
Despite the significant advancements in keyphrase extraction and keyphrase generation methods, the predominant approach for evaluation mainly relies on exact matching with human references. This scheme fails to recognize…
DiversityKeyphrase ExtractionKeyphrase GenerationIs ChatGPT A Good Keyphrase Generator? A Preliminary Study
The emergence of ChatGPT has recently garnered significant attention from the computational linguistics community. To demonstrate its capabilities as a keyphrase generator, we conduct a preliminary evaluation of ChatGPT …
Diversitydocument understandingKeyphrase GenerationPre-trained Language Models for Keyphrase Generation: A Thorough Empirical Study
Neural models that do not rely on pre-training have excelled in the keyphrase generation task with large annotated datasets. Meanwhile, new approaches have incorporated pre-trained language models (PLMs) for their data e…
DecoderKeyphrase ExtractionKeyphrase GenerationA Large-Scale Dataset for Biomedical Keyphrase Generation
Keyphrase generation is the task consisting in generating a set of words or phrases that highlight the main topics of a document. There are few datasets for keyphrase generation in the biomedical domain and they do not m…
Keyphrase GenerationWR-ONE2SET: Towards Well-Calibrated Keyphrase Generation
Keyphrase generation aims to automatically generate short phrases summarizing an input document. The recently emerged ONE2SET paradigm (Ye et al., 2021) generates keyphrases as a set and has achieved competitive performa…
Keyphrase GenerationAutomatic Keyphrase Generation by Incorporating Dual Copy Mechanisms in Sequence-to-Sequence Learning
The keyphrase generation task is a challenging work that aims to generate a set of keyphrases for a piece of text. Many previous studies based on the sequence-to-sequence model were used to generate keyphrases, and they …
Keyphrase GenerationApplying Transformer-based Text Summarization for Keyphrase Generation
Keyphrases are crucial for searching and systematizing scholarly documents. Most current methods for keyphrase extraction are aimed at the extraction of the most significant words in the text. But in practice, the list o…
Abstractive Text SummarizationKeyphrase ExtractionKeyphrase GenerationText SummarizationGeneral-to-Specific Transfer Labeling for Domain Adaptable Keyphrase Generation
Training keyphrase generation (KPG) models require a large amount of annotated data, which can be prohibitively expensive and often limited to specific domains. In this study, we first demonstrate that large distribution…
Keyphrase GenerationRetrieval-Augmented Multilingual Keyphrase Generation with Retriever-Generator Iterative Training
Keyphrase generation is the task of automatically predicting keyphrases given a piece of long text. Despite its recent flourishing, keyphrase generation on non-English languages haven't been vastly investigated. In this …
Keyphrase GenerationPassage RetrievalRetrievalLDKP: A Dataset for Identifying Keyphrases from Long Scientific Documents
Identifying keyphrases (KPs) from text documents is a fundamental task in natural language processing and information retrieval. Vast majority of the benchmark datasets for this task are from the scientific domain contai…
ArticlesInformation RetrievalKeyphrase ExtractionKeyphrase Generation+1Representation Learning for Resource-Constrained Keyphrase Generation
State-of-the-art keyphrase generation methods generally depend on large annotated datasets, limiting their performance in domains with limited annotated data. To overcome this challenge, we design a data-oriented approac…
DenoisingDomain AdaptationKeyphrase GenerationLanguage Modeling+3Representation Learning for Resource-Constrained Keyphrase Generation
State-of-the-art keyphrase generation methods generally depend on large annotated datasets, limiting their performance in domains with constrained resources. To overcome this challenge, we investigate pre-training strate…
DenoisingKeyphrase GenerationLanguage ModelingLanguage Modelling+1Causal Language Model for Zero-shot Constrained Keyphrase Generation
Recently, most of the state-of-the-art keyphrase prediction models are based on a supervised generative model.Although it shows noticeable improvement over statistical methods, it still struggles with low performance on …
Keyphrase GenerationLanguage ModelingLanguage ModellingApplying a Generic Sequence-to-Sequence Model for Simple and Effective Keyphrase Generation
In recent years, a number of keyphrase generation (KPG) approaches were proposed consisting of complex model architectures, dedicated training paradigms and decoding strategies. In this work, we opt for simplicity and sh…
Keyphrase GenerationLanguage ModelingLanguage ModellingLearning Rich Representation of Keyphrases from Text
In this work, we explore how to train task-specific language models aimed towards learning rich representation of keyphrases from text documents. We experiment with different masking strategies for pre-training transform…
Abstractive Text SummarizationKeyphrase ExtractionKeyphrase Generationnamed-entity-recognition+5Keyphrase Generation Beyond the Boundaries of Title and Abstract
Keyphrase generation aims at generating important phrases (keyphrases) that best describe a given document. In scholarly domains, current approaches have largely used only the title and abstract of the articles to genera…
ArticlesDecoderKeyphrase GenerationKPDrop: Improving Absent Keyphrase Generation
Keyphrase generation is the task of generating phrases (keyphrases) that summarize the main topics of a given document. Keyphrases can be either present or absent from the given document. While the extraction of present …
Keyphrase Generation