SOTAVerified

Abstractive Text Summarization

Abstractive Text Summarization is the task of generating a short and concise summary that captures the salient ideas of the source text. The generated summaries potentially contain new phrases and sentences that may not appear in the source text.

Source: Generative Adversarial Network for Abstractive Text Summarization

Image credit: Abstractive Text Summarization using Sequence-to-sequence RNNs and Beyond

Papers

Showing 601650 of 846 papers

TitleStatusHype
Self-Supervised and Controlled Multi-Document Opinion Summarization0
Exploring Explainable Selection to Control Abstractive SummarizationCode0
QURIOUS: Question Generation Pretraining for Text Generation0
Neural Abstractive Summarization with Structural Attention0
An In-depth Walkthrough on Evolution of Neural Machine Translation0
Salience Estimation with Multi-Attention Learning for Abstractive Text Summarization0
Windowing Models for Abstractive Summarization of Long Texts0
Pre-training for Abstractive Document Summarization by Reinstating Source Text0
Amharic Abstractive Text Summarization0
Abstractive Text Summarization based on Language Model Conditioning and Locality ModelingCode0
Abstractive Summarization with Combination of Pre-trained Sequence-to-Sequence and Saliency Models0
BERT Fine-tuning For Arabic Text SummarizationCode0
Enhancing Factual Consistency of Abstractive Summarization0
Selective Attention Encoders by Syntactic Graph Convolutional Networks for Document Summarization0
StructSum: Summarization via Structured RepresentationsCode0
A more abstractive summarization model0
Discriminative Adversarial Search for Abstractive Summarization0
On the impressive performance of randomly weighted encoders in summarization tasks0
Interpretable Multi-Headed Attention for Abstractive Summarization at Controllable Lengths0
Abstractive Summarization for Low Resource Data using Domain Transfer and Data Synthesis0
Length-controllable Abstractive Summarization by Guiding with Summary Prototype0
TED: A Pretrained Unsupervised Summarization Model with Theme Modeling and Denoising0
The Shmoop Corpus: A Dataset of Stories with Loosely Aligned SummariesCode0
Deep Reinforced Self-Attention Masks for Abstractive Summarization (DR.SAS)0
Improving Abstractive Text Summarization with History Aggregation0
Joint Parsing and Generation for Abstractive SummarizationCode0
Controlling the Amount of Verbatim Copying in Abstractive SummarizationCode0
Improved Document Modelling with a Neural Discourse ParserCode0
Understanding Multi-Head Attention in Abstractive Summarization0
Resurrecting Submodularity for Neural Text Generation0
Unsupervised Opinion Summarization as Copycat-Review GenerationCode0
Optimizing the Factual Correctness of a Summary: A Study of Summarizing Radiology Reports0
Unsupervised Aspect-Based Multi-Document Abstractive Summarization0
Generating Formality-Tuned Summaries Using Input-Dependent Rewards0
Keeping Consistency of Sentence Generation and Document Classification with Multi-Task Learning0
Contrastive Attention Mechanism for Abstractive Sentence SummarizationCode0
Concept Pointer Network for Abstractive SummarizationCode0
Read, Highlight and Summarize: A Hierarchical Neural Semantic Encoder-based ApproachCode0
Abstractive Dialog Summarization with Semantic ScaffoldsCode0
SummAE: Zero-Shot Abstractive Text Summarization using Length-Agnostic Auto-EncodersCode0
新穎的序列生成架構於中文重寫式摘要之研究(Novel Sequence Generation Framework for Chinese Abstractive Summarization)0
VAE-PGN based Abstractive Model in Multi-stage Architecture for Text Summarization0
Analyzing Sentence Fusion in Abstractive Summarization0
In Conclusion Not Repetition: Comprehensive Abstractive Summarization With Diversified Attention Based On Determinantal Point ProcessesCode0
Multi-stage Pretraining for Abstractive Summarization0
Summary Level Training of Sentence Rewriting for Abstractive Summarization0
How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype EditingCode0
BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle0
On Extractive and Abstractive Neural Document Summarization with Transformer Language ModelsCode0
Answers Unite! Unsupervised Metrics for Reinforced Summarization ModelsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Scrambled code + broken (alter)ROUGE-148.18Unverified
2BRIOROUGE-147.78Unverified
3PegasusROUGE-147.36Unverified
4PEGASUS + SummaRerankerROUGE-147.16Unverified
5Scrambled code + brokenROUGE-146.71Unverified
6BART + SimCLSROUGE-146.67Unverified
7SEASONROUGE-146.27Unverified
8Fourier TransformerROUGE-144.76Unverified
9GLM-XXLargeROUGE-144.7Unverified
10BART + R-DropROUGE-144.51Unverified
#ModelMetricClaimedVerifiedStatus
1mBARTROUGE-138.91Unverified
2mBARTROUGE-138.91Unverified
3BART-ITROUGE-137.31Unverified
4mT5ROUGE-135.04Unverified
5IT5ROUGE-133.78Unverified
6IT5-baseROUGE-132.88Unverified
7Pegasus-CNN/DM (eng-it translation)ROUGE-123.96Unverified
8Pegasus-XSum (eng-it translation)ROUGE-121.03Unverified
#ModelMetricClaimedVerifiedStatus
1Kết quả nghiên cứuRouge-167.8Unverified
2ViT5 largeRouge-163.37Unverified
3ViT5 baseRouge-162.77Unverified
4BARTphoRouge-161.14Unverified
5mBARTRouge-159.81Unverified
6mT5Rouge-158.05Unverified
7TransformerRouge-157.56Unverified
#ModelMetricClaimedVerifiedStatus
1mBARTROUGE-136.52Unverified
2mBARTROUGE-136.5Unverified
3BART-ITROUGE-135.42Unverified
4mT5ROUGE-134.13Unverified
5IT5-baseROUGE-133.99Unverified
6IT5ROUGE-133.83Unverified
#ModelMetricClaimedVerifiedStatus
1GP_Step_SimROUGE-164.48Unverified
2NEZHAROUGE-163.91Unverified
3RoBERTaROUGE-163.22Unverified
4BERTROUGE-162.37Unverified
5Seq2seqROUGE-148.62Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-144.47Unverified
2SEGMENTROUGE-142.1Unverified
3CriSPO 3-shotROUGE-142.1Unverified
4Claude Instant + SigExtROUGE-142Unverified
#ModelMetricClaimedVerifiedStatus
1mBARTrouge119.35Unverified
2IT5rouge119.29Unverified
3Pegasus-CNN/DM (eng-it translation)rouge116.97Unverified
4Pegasus-XSum (eng-it translation)rouge115.17Unverified
#ModelMetricClaimedVerifiedStatus
1BART-ITROUGE-142.32Unverified
2mT5ROUGE-140.6Unverified
3mBARTROUGE-139.32Unverified
4IT5-baseROUGE-137.98Unverified
#ModelMetricClaimedVerifiedStatus
1PEGASUSROUGE-137.68Unverified
2Multi-Stage Extractor/AbstractorROUGE-123.67Unverified
#ModelMetricClaimedVerifiedStatus
1Two stage LLMsTest ROGUE-10.46Unverified
#ModelMetricClaimedVerifiedStatus
1T2SAMROUGE48.5Unverified
#ModelMetricClaimedVerifiedStatus
1mBARTMETEOR0.44Unverified
#ModelMetricClaimedVerifiedStatus
1mBARTMETEOR0.21Unverified
#ModelMetricClaimedVerifiedStatus
1Two stage LLMsTest ROGUE-10.44Unverified
#ModelMetricClaimedVerifiedStatus
1BertSumContent F129.8Unverified