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 351–400 of 846 papers

TitleStatusHype
A Step-by-Step Gradient Penalty with Similarity Calculation for Text Summary GenerationCode0
HistAlign: Improving Context Dependency in Language Generation by Aligning with HistoryCode0
Abstractive Summarization of Reddit Posts with Multi-level Memory NetworksCode0
HeSum: a Novel Dataset for Abstractive Text Summarization in HebrewCode0
Self-Rationalization in the Wild: A Large Scale Out-of-Distribution Evaluation on NLI-related tasksCode0
FilipN@LT-EDI-ACL2022-Detecting signs of Depression from Social Media: Examining the use of summarization methods as data augmentation for text classificationCode0
Inducing Document Structure for Aspect-based SummarizationCode0
FIZZ: Factual Inconsistency Detection by Zoom-in Summary and Zoom-out DocumentCode0
Deep Reinforced Self-Attention Masks for Abstractive Summarization (DR.SAS)—0
Assessment of Transformer-Based Encoder-Decoder Model for Human-Like Summarization—0
Deep Communicating Agents for Abstractive Summarization—0
Decoupling Encoder and Decoder Networks for Abstractive Document Summarization—0
A Discriminative Model for Semantics-to-String Translation—0
Data-driven sentence generation with non-isomorphic trees—0
Data-driven Paraphrasing and Stylistic Harmonization—0
Aspect-oriented Consumer Health Answer Summarization—0
Abstractive Summarization of Product Reviews Using Discourse Structure—0
DaNewsroom: A Large-scale Danish Summarisation Dataset—0
DACSA: A large-scale Dataset for Automatic summarization of Catalan and Spanish newspaper Articles—0
Cutting-off Redundant Repeating Generations for Neural Abstractive Summarization—0
Curriculum-Guided Abstractive Summarization—0
Aspect and Sentiment Aware Abstractive Review Summarization—0
Curriculum-guided Abstractive Summarization for Mental Health Online Posts—0
CTISum: A New Benchmark Dataset For Cyber Threat Intelligence Summarization—0
Crowd-Sourced Iterative Annotation for Narrative Summarization Corpora—0
A Self-Attentive Hierarchical Model for Jointly Improving Text Summarization and Sentiment Classification—0
Abstractive Summarization of Low resourced Nepali language using Multilingual Transformers—0
Cross-lingual Fine-tuning for Abstractive Arabic Text Summarization—0
A Second Look on BASS -- Boosting Abstractive Summarization with Unified Semantic Graphs -- A Replication Study—0
Cross-lingual Transfer of Abstractive Summarizer to Less-resource Language—0
A Robust Abstractive System for Cross-Lingual Summarization—0
Adaptive Beam Search to Enhance On-device Abstractive Summarization—0
Cross-Domain Robustness of Transformer-based Keyphrase Generation—0
ARLED: Leveraging LED-based ARMAN Model for Abstractive Summarization of Persian Long Documents—0
Adapting Neural Single-Document Summarization Model for Abstractive Multi-Document Summarization: A Pilot Study—0
Abstractive Summarization of Large Document Collections Using GPT—0
CQSumDP: A ChatGPT-Annotated Resource for Query-Focused Abstractive Summarization Based on Debatepedia—0
ClueGraphSum: Let Key Clues Guide the Cross-Lingual Abstractive Summarization—0
Counterfactual Debiasing for Generating Factually Consistent Text Summaries—0
Counterfactual Data Augmentation improves Factuality of Abstractive Summarization—0
A Repository of Corpora for Summarization—0
CO-Search: COVID-19 Information Retrieval with Semantic Search, Question Answering, and Abstractive Summarization—0
Corpus Building and Evaluation of Aspect-based Opinion Summaries from Tweets in Spanish—0
A Reinforced Topic-Aware Convolutional Sequence-to-Sequence Model for Abstractive Text Summarization—0
Actor-Critic based Training Framework for Abstractive Summarization—0
Abstractive summarization of hospitalisation histories with transformer networks—0
Abstractive Document Summarization with a Graph-Based Attentional Neural Model—0
Discourse Understanding and Factual Consistency in Abstractive Summarization—0
ARC: Argument Representation and Coverage Analysis for Zero-Shot Long Document Summarization with Instruction Following LLMs—0
AraBART: a Pretrained Arabic Sequence-to-Sequence Model for Abstractive Summarization—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