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 51–100 of 846 papers

TitleStatusHype
Abstractive Summarization Guided by Latent Hierarchical Document StructureCode1
Fair Abstractive Summarization of Diverse PerspectivesCode1
Leveraging ParsBERT and Pretrained mT5 for Persian Abstractive Text SummarizationCode1
Lift Yourself Up: Retrieval-augmented Text Generation with Self MemoryCode1
Cross-Lingual Abstractive Summarization with Limited Parallel ResourcesCode1
LOCOST: State-Space Models for Long Document Abstractive SummarizationCode1
CrossSum: Beyond English-Centric Cross-Lingual Summarization for 1,500+ Language PairsCode1
DebateSum: A large-scale argument mining and summarization datasetCode1
AdaptSum: Towards Low-Resource Domain Adaptation for Abstractive SummarizationCode1
A Deep Reinforced Model for Abstractive SummarizationCode1
A Discourse-Aware Attention Model for Abstractive Summarization of Long DocumentsCode1
Deep Reinforcement Learning For Sequence to Sequence ModelsCode1
Enriching Transformers with Structured Tensor-Product Representations for Abstractive SummarizationCode1
ARMAN: Pre-training with Semantically Selecting and Reordering of Sentences for Persian Abstractive SummarizationCode1
Abstractive Meeting Summarization: A SurveyCode1
A Hierarchical Network for Abstractive Meeting Summarization with Cross-Domain PretrainingCode1
Entity-level Factual Consistency of Abstractive Text SummarizationCode1
Dissecting Generation Modes for Abstractive Summarization Models via Ablation and AttributionCode1
Asking and Answering Questions to Evaluate the Factual Consistency of SummariesCode1
Enhanced Seq2Seq Autoencoder via Contrastive Learning for Abstractive Text SummarizationCode1
Abstractive Summarization of Spoken and Written Instructions with BERTCode1
DYLE: Dynamic Latent Extraction for Abstractive Long-Input SummarizationCode1
Evaluating and Improving Factuality in Multimodal Abstractive SummarizationCode1
Evaluating the Factual Consistency of Abstractive Text SummarizationCode1
Alleviating Exposure Bias via Contrastive Learning for Abstractive Text SummarizationCode1
Attention Temperature Matters in Abstractive Summarization DistillationCode1
Balancing Lexical and Semantic Quality in Abstractive SummarizationCode1
FactPEGASUS: Factuality-Aware Pre-training and Fine-tuning for Abstractive SummarizationCode1
BART-IT: An Efficient Sequence-to-Sequence Model for Italian Text SummarizationCode1
Faithful or Extractive? On Mitigating the Faithfulness-Abstractiveness Trade-off in Abstractive SummarizationCode1
Abstractive Text Summarization Based on Deep Learning and Semantic Content GeneralizationCode1
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and ComprehensionCode1
Benchmarking the Generation of Fact Checking ExplanationsCode1
BARTpho: Pre-trained Sequence-to-Sequence Models for VietnameseCode1
Analyzing Multi-Task Learning for Abstractive Text SummarizationCode1
FREDSum: A Dialogue Summarization Corpus for French Political DebatesCode1
BookSum: A Collection of Datasets for Long-form Narrative SummarizationCode1
Get To The Point: Summarization with Pointer-Generator NetworksCode1
Bottom-Up Abstractive SummarizationCode1
ArgLegalSumm: Improving Abstractive Summarization of Legal Documents with Argument MiningCode1
Constrained Abstractive Summarization: Preserving Factual Consistency with Constrained GenerationCode1
HowSumm: A Multi-Document Summarization Dataset Derived from WikiHow ArticlesCode1
Clinfo.ai: An Open-Source Retrieval-Augmented Large Language Model System for Answering Medical Questions using Scientific LiteratureCode1
COLO: A Contrastive Learning based Re-ranking Framework for One-Stage SummarizationCode1
Cross-Lingual Natural Language Generation via Pre-TrainingCode1
ConvoSumm: Conversation Summarization Benchmark and Improved Abstractive Summarization with Argument MiningCode1
Annotating and Modeling Fine-grained Factuality in SummarizationCode1
Control Prefixes for Parameter-Efficient Text GenerationCode1
Abstractive Text Summarization Using Sequence-to-Sequence RNNs and BeyondCode1
Controlling Conditional Language Models without Catastrophic ForgettingCode1
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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