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
ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationCode1
Length-controllable Abstractive Summarization by Guiding with Summary Prototype0
ProphetNet: Predicting Future N-gram for Sequence-to-Sequence Pre-trainingCode1
TED: A Pretrained Unsupervised Summarization Model with Theme Modeling and Denoising0
Deep Reinforced Self-Attention Masks for Abstractive Summarization (DR.SAS)0
The Shmoop Corpus: A Dataset of Stories with Loosely Aligned SummariesCode0
Improving Abstractive Text Summarization with History Aggregation0
PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive SummarizationCode2
SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive SummarizationCode1
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
Keeping Consistency of Sentence Generation and Document Classification with Multi-Task Learning0
Generating Formality-Tuned Summaries Using Input-Dependent Rewards0
Unsupervised Aspect-Based Multi-Document Abstractive Summarization0
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and ComprehensionCode1
Contrastive Attention Mechanism for Abstractive Sentence SummarizationCode0
Evaluating the Factual Consistency of Abstractive Text SummarizationCode1
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
Cross-Lingual Natural Language Generation via Pre-TrainingCode1
How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype EditingCode0
Summary Level Training of Sentence Rewriting for Abstractive Summarization0
BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle0
On Extractive and Abstractive Neural Document Summarization with Transformer Language ModelsCode0
An Entity-Driven Framework for Abstractive Summarization0
Answers Unite! Unsupervised Metrics for Reinforced Summarization ModelsCode0
Mixture Content Selection for Diverse Sequence GenerationCode0
Encode, Tag, Realize: High-Precision Text EditingCode0
Avaya Conversational Intelligence: A Real-Time System for Spoken Language Understanding in Human-Human Call Center Conversations0
Personality-dependent Neural Text Summarization0
Towards Adaptive Text Summarization: How Does Compression Rate Affect Summary Readability of L2 Texts?0
The Impact of Rule-Based Text Generation on the Quality of Abstractive Summaries0
Repurposing Decoder-Transformer Language Models for Abstractive Summarization0
Deep Reinforcement Learning with Distributional Semantic Rewards for Abstractive Summarization0
Denoising based Sequence-to-Sequence Pre-training for Text Generation0
Text Summarization with Pretrained EncodersCode1
Topic Augmented Generator for Abstractive Summarization0
Bidirectional Context-Aware Hierarchical Attention Network for Document UnderstandingCode0
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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