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 551–600 of 846 papers

TitleStatusHype
Annotating and Predicting Non-Restrictive Noun Phrase Modifications—0
Annotation and Analysis of Extractive Summaries for the Kyutech Corpus—0
A Novel ILP Framework for Summarizing Content with High Lexical Variety—0
A Novel LLM-based Two-stage Summarization Approach for Long Dialogues—0
Answering Questions from Multiple Documents -- the Role of Multi-Document Summarization—0
A Pilot Study of Domain Adaptation Effect for Neural Abstractive Summarization—0
Applicability of Large Language Models and Generative Models for Legal Case Judgement Summarization—0
Applying Transformer-based Text Summarization for Keyphrase Generation—0
AraBART: a Pretrained Arabic Sequence-to-Sequence Model for Abstractive Summarization—0
AraBART: a Pretrained Arabic Sequence-to-Sequence Model for Abstractive Summarization—0
ARC: Argument Representation and Coverage Analysis for Zero-Shot Long Document Summarization with Instruction Following LLMs—0
A Reinforced Topic-Aware Convolutional Sequence-to-Sequence Model for Abstractive Text Summarization—0
A Repository of Corpora for Summarization—0
ARLED: Leveraging LED-based ARMAN Model for Abstractive Summarization of Persian Long Documents—0
A Robust Abstractive System for Cross-Lingual Summarization—0
A Second Look on BASS -- Boosting Abstractive Summarization with Unified Semantic Graphs -- A Replication Study—0
A Self-Attentive Hierarchical Model for Jointly Improving Text Summarization and Sentiment Classification—0
Aspect and Sentiment Aware Abstractive Review Summarization—0
Aspect-oriented Consumer Health Answer Summarization—0
Assessment of Transformer-Based Encoder-Decoder Model for Human-Like Summarization—0
Assisting humans in complex comparisons: automated information comparison at scale—0
A Survey on Neural Abstractive Summarization Methods and Factual Consistency of Summarization—0
A Template-based Abstractive Meeting Summarization: Leveraging Summary and Source Text Relationships—0
ATSumm: Auxiliary information enhanced approach for abstractive disaster Tweet Summarization with sparse training data—0
Attacks against Abstractive Text Summarization Models through Lead Bias and Influence Functions—0
Attend to Medical Ontologies: Content Selection for Clinical Abstractive Summarization—0
Attention Head Masking for Inference Time Content Selection in Abstractive Summarization—0
Attention Temperature Matters in Abstractive Summarization Distillation—0
A Two-step Approach to Sentence Compression of Spoken Utterances—0
Augmented Abstractive Summarization With Document-LevelSemantic Graph—0
A Unified and Efficient Contrastive Learning Framework for Text Summarization—0
Automated News Summarization Using Transformers—0
Automatic Community Creation for Abstractive Spoken Conversations Summarization—0
Automatic Generation of Abstracts for Research Papers—0
Automatic summarization of medical conversations, a review—0
Automatic Summarization of Natural Language—0
AUTOSUMM: Automatic Model Creation for Text Summarization—0
Avaya Conversational Intelligence: A Real-Time System for Spoken Language Understanding in Human-Human Call Center Conversations—0
A Zero-Resource Approach to Cross-Lingual Query-Focused Abstractive Summarization—0
BASS: Boosting Abstractive Summarization with Unified Semantic Graph—0
BenLLMEval: A Comprehensive Evaluation into the Potentials and Pitfalls of Large Language Models on Bengali NLP—0
BERT-VBD: Vietnamese Multi-Document Summarization Framework—0
Beyond English: The Impact of Prompt Translation Strategies across Languages and Tasks in Multilingual LLMs—0
Bidirectional Attentional Encoder-Decoder Model and Bidirectional Beam Search for Abstractive Summarization—0
BioLay_AK_SS at BioLaySumm: Domain Adaptation by Two-Stage Fine-Tuning of Large Language Models used for Biomedical Lay Summary Generation—0
BOND: Aligning LLMs with Best-of-N Distillation—0
BOOKSUM: A Collection of Datasets for Long-form Narrative Summarization—0
Enhancing Factual Consistency of Abstractive Summarization—0
BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle—0
BRIDO: Bringing Democratic Order to 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