Keyphrase Extraction

51 papers with code • 7 benchmarks • 8 datasets

A classic task to extract salient phrases that best summarize a document, which essentially has two stages: candidate generation and keyphrase ranking.

Most implemented papers

Deep Keyphrase Generation

memray/OpenNMT-kpg-release ACL 2017

Keyphrase provides highly-condensed information that can be effectively used for understanding, organizing and retrieving text content.

Simple Unsupervised Keyphrase Extraction using Sentence Embeddings

swisscom/ai-research-keyphrase-extraction CONLL 2018

EmbedRank achieves higher F-scores than graph-based state of the art systems on standard datasets and is suitable for real-time processing of large amounts of Web data.

Enhancing In-Context Learning with Answer Feedback for Multi-Span Question Answering

nju-websoft/FBPrompt 7 Jun 2023

Previous researches found that in-context learning is an effective approach to exploiting LLM, by using a few task-related labeled data as demonstration examples to construct a few-shot prompt for answering new questions.

A Review of Keyphrase Extraction

talmago/spacy_yake 13 May 2019

Keyphrase extraction is a textual information processing task concerned with the automatic extraction of representative and characteristic phrases from a document that express all the key aspects of its content.

Complex Network based Supervised Keyword Extractor

SDuari/Supervised-Keyword-Extraction 26 Sep 2019

This shows that the proposed method is independent of the domain, collection, and language of the training corpora.

Open Domain Web Keyphrase Extraction Beyond Language Modeling

microsoft/OpenKP IJCNLP 2019

This paper studies keyphrase extraction in real-world scenarios where documents are from diverse domains and have variant content quality.

Finding Black Cat in a Coal Cellar -- Keyphrase Extraction & Keyphrase-Rubric Relationship Classification from Complex Assignments

manikandan-ravikiran/cs6460-proj 3 Apr 2020

Diversity in content and open-ended questions are inherent in complex assignments across online graduate programs.

Capturing Global Informativeness in Open Domain Keyphrase Extraction

thunlp/BERT-KPE 28 Apr 2020

Open-domain KeyPhrase Extraction (KPE) aims to extract keyphrases from documents without domain or quality restrictions, e. g., web pages with variant domains and qualities.

Constrained Abstractive Summarization: Preserving Factual Consistency with Constrained Generation

morningmoni/ede 24 Oct 2020

Despite significant progress, state-of-the-art abstractive summarization methods are still prone to hallucinate content inconsistent with the source document.