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 150 of 846 papers

TitleStatusHype
Z-Code++: A Pre-trained Language Model Optimized for Abstractive SummarizationCode4
Locally Typical SamplingCode4
TextBox 2.0: A Text Generation Library with Pre-trained Language ModelsCode3
GLM: General Language Model Pretraining with Autoregressive Blank InfillingCode3
Attention Is All You NeedCode3
Abstractive Summarization of Spoken andWritten Instructions with BERTCode2
ZeroQuant(4+2): Redefining LLMs Quantization with a New FP6-Centric Strategy for Diverse Generative TasksCode2
Legal Case Document Summarization: Extractive and Abstractive Methods and their EvaluationCode2
PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive SummarizationCode2
BRIO: Bringing Order to Abstractive SummarizationCode2
Entity-level Factual Consistency of Abstractive Text SummarizationCode1
Deep Reinforcement Learning For Sequence to Sequence ModelsCode1
EmailSum: Abstractive Email Thread SummarizationCode1
Enriching Transformers with Structured Tensor-Product Representations for Abstractive SummarizationCode1
CrossSum: Beyond English-Centric Cross-Lingual Summarization for 1,500+ Language PairsCode1
Detecting Hallucinated Content in Conditional Neural Sequence GenerationCode1
ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationCode1
Controlling Conditional Language Models without Catastrophic ForgettingCode1
Benchmarking the Generation of Fact Checking ExplanationsCode1
A Deep Reinforced Model for Abstractive SummarizationCode1
BookSum: A Collection of Datasets for Long-form Narrative SummarizationCode1
Constrained Abstractive Summarization: Preserving Factual Consistency with Constrained GenerationCode1
CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text GenerationCode1
Cross-Lingual Abstractive Summarization with Limited Parallel ResourcesCode1
Abstractive Summarization Guided by Latent Hierarchical Document StructureCode1
DebateSum: A large-scale argument mining and summarization datasetCode1
Dissecting Generation Modes for Abstractive Summarization Models via Ablation and AttributionCode1
DYLE: Dynamic Latent Extraction for Abstractive Long-Input SummarizationCode1
A Hierarchical Network for Abstractive Meeting Summarization with Cross-Domain PretrainingCode1
Enhanced Seq2Seq Autoencoder via Contrastive Learning for Abstractive Text SummarizationCode1
Better Fine-Tuning by Reducing Representational CollapseCode1
Control Prefixes for Parameter-Efficient Text GenerationCode1
Attention Temperature Matters in Abstractive Summarization DistillationCode1
ArgLegalSumm: Improving Abstractive Summarization of Legal Documents with Argument MiningCode1
Abstractive Summarization of Spoken and Written Instructions with BERTCode1
ARMAN: Pre-training with Semantically Selecting and Reordering of Sentences for Persian Abstractive SummarizationCode1
Asking and Answering Questions to Evaluate the Factual Consistency of SummariesCode1
Balancing Lexical and Semantic Quality in Abstractive SummarizationCode1
AdaptSum: Towards Low-Resource Domain Adaptation for Abstractive SummarizationCode1
Abstractive Text Summarization Based on Deep Learning and Semantic Content GeneralizationCode1
BART-IT: An Efficient Sequence-to-Sequence Model for Italian Text SummarizationCode1
BARTpho: Pre-trained Sequence-to-Sequence Models for VietnameseCode1
Abstractive Meeting Summarization: A SurveyCode1
Bottom-Up Abstractive SummarizationCode1
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
Correcting Diverse Factual Errors in Abstractive Summarization via Post-Editing and Language Model InfillingCode1
Abstractive Text Summarization Using Sequence-to-Sequence RNNs and BeyondCode1
Analyzing Multi-Task Learning for Abstractive Text SummarizationCode1
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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