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

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Showing 651–700 of 846 papers

TitleStatusHype
Mixture Content Selection for Diverse Sequence GenerationCode0
An Entity-Driven Framework for Abstractive Summarization—0
Encode, Tag, Realize: High-Precision Text EditingCode0
Avaya Conversational Intelligence: A Real-Time System for Spoken Language Understanding in Human-Human Call Center Conversations—0
Repurposing Decoder-Transformer Language Models for Abstractive Summarization—0
The Impact of Rule-Based Text Generation on the Quality of Abstractive Summaries—0
Towards Adaptive Text Summarization: How Does Compression Rate Affect Summary Readability of L2 Texts?—0
Personality-dependent Neural Text Summarization—0
Deep Reinforcement Learning with Distributional Semantic Rewards for Abstractive Summarization—0
Denoising based Sequence-to-Sequence Pre-training for Text Generation—0
Topic Augmented Generator for Abstractive Summarization—0
Bidirectional Context-Aware Hierarchical Attention Network for Document UnderstandingCode0
Learning towards Abstractive Timeline SummarizationCode0
DELTA: A DEep learning based Language Technology plAtformCode0
The Relation Between Infrastructure Quality and Government Effectiveness in Egypt.—0
Abstractive Document Summarization without Parallel DataCode0
Summary Refinement through DenoisingCode0
MacNet: Transferring Knowledge from Machine Comprehension to Sequence-to-Sequence Models—0
Discourse Understanding and Factual Consistency in Abstractive Summarization—0
Adversarial Domain Adaptation Using Artificial Titles for Abstractive Title Generation—0
Automatic summarization of medical conversations, a review—0
Inducing Document Structure for Aspect-based SummarizationCode0
Ranking Generated Summaries by Correctness: An Interesting but Challenging Application for Natural Language Inference—0
Do Transformer Attention Heads Provide Transparency in Abstractive Summarization?—0
Multimodal Abstractive Summarization for How2 Videos—0
Unsupervised Neural Single-Document Summarization of Reviews via Learning Latent Discourse Structure and its RankingCode0
BiSET: Bi-directional Selective Encoding with Template for Abstractive SummarizationCode0
This Email Could Save Your Life: Introducing the Task of Email Subject Line GenerationCode0
Efficient Adaptation of Pretrained Transformers for Abstractive SummarizationCode0
A Robust Abstractive System for Cross-Lingual Summarization—0
Scoring Sentence Singletons and Pairs for Abstractive SummarizationCode0
LeafNATS: An Open-Source Toolkit and Live Demo System for Neural Abstractive Text SummarizationCode0
CATS: Customizable Abstractive Topic-based Summarization—0
Sample Efficient Text Summarization Using a Single Pre-Trained TransformerCode0
Ontology-Aware Clinical Abstractive Summarization—0
Unified Language Model Pre-training for Natural Language Understanding and GenerationCode0
Point-less: More Abstractive Summarization with Pointer-Generator Networks—0
Positional Encoding to Control Output Sequence LengthCode0
Text Generation with Exemplar-based Adaptive Decoding—0
Pragmatically Informative Text GenerationCode0
Neural Abstractive Text Summarization and Fake News Detection—0
Pre-trained Language Model Representations for Language Generation—0
An Editorial Network for Enhanced Document Summarization—0
Pretraining-Based Natural Language Generation for Text SummarizationCode0
Synchronous Bidirectional Inference for Neural Sequence GenerationCode0
Restructuring Conversations using Discourse Relations for Zero-shot Abstractive Dialogue SummarizationCode0
Improving generation quality of pointer networks via guided attention—0
Improving Sequence-to-Sequence Learning via Optimal Transport—0
Multi-style Generative Reading Comprehension—0
Automatic Summarization of Natural Language—0
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All datasetsCNN / Daily MailAbstractive Text Summarization from Il PostvietnewsAbstractive Text Summarization from FanpageEDUsumCNN/Daily MailMLSum-itWITSAESLCeLifeInshorts NewsMLSUM de

Benchmark Results

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