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 1–50 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
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
BRIO: Bringing Order to Abstractive SummarizationCode2
Abstractive Summarization of Spoken andWritten Instructions with BERTCode2
PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive SummarizationCode2
CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text GenerationCode1
MovieSum: An Abstractive Summarization Dataset for Movie ScreenplaysCode1
From News to Summaries: Building a Hungarian Corpus for Extractive and Abstractive SummarizationCode1
LOCOST: State-Space Models for Long Document Abstractive SummarizationCode1
FREDSum: A Dialogue Summarization Corpus for French Political DebatesCode1
Investigating Hallucinations in Pruned Large Language Models for Abstractive SummarizationCode1
Fair Abstractive Summarization of Diverse PerspectivesCode1
Clinfo.ai: An Open-Source Retrieval-Augmented Large Language Model System for Answering Medical Questions using Scientific LiteratureCode1
KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination DetectionCode1
Towards Green AI in Fine-tuning Large Language Models via Adaptive BackpropagationCode1
Benchmarking the Generation of Fact Checking ExplanationsCode1
ESRL: Efficient Sampling-based Reinforcement Learning for Sequence GenerationCode1
Retrieval Augmented Generation and Representative Vector Summarization for large unstructured textual data in Medical EducationCode1
IDAS: Intent Discovery with Abstractive SummarizationCode1
Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT OperatorCode1
Balancing Lexical and Semantic Quality in Abstractive SummarizationCode1
Lift Yourself Up: Retrieval-augmented Text Generation with Self MemoryCode1
Faithfulness-Aware Decoding Strategies for Abstractive SummarizationCode1
Long Text and Multi-Table Summarization: Dataset and MethodCode1
HunSum-1: an Abstractive Summarization Dataset for HungarianCode1
On the State of German (Abstractive) Text SummarizationCode1
BART-IT: An Efficient Sequence-to-Sequence Model for Italian Text SummarizationCode1
Generating Multiple-Length Summaries via Reinforcement Learning for Unsupervised Sentence SummarizationCode1
Summary-Oriented Vision Modeling for Multimodal Abstractive SummarizationCode1
Abstractive Summarization Guided by Latent Hierarchical Document StructureCode1
Evaluating and Improving Factuality in Multimodal Abstractive SummarizationCode1
How Far are We from Robust Long Abstractive Summarization?Code1
Analyzing Multi-Task Learning for Abstractive Text SummarizationCode1
Mutual Information Alleviates Hallucinations in Abstractive SummarizationCode1
Correcting Diverse Factual Errors in Abstractive Summarization via Post-Editing and Language Model InfillingCode1
Salience Allocation as Guidance for Abstractive SummarizationCode1
Towards Improving Faithfulness in Abstractive SummarizationCode1
COLO: A Contrastive Learning based Re-ranking Framework for One-Stage SummarizationCode1
Summarization Programs: Interpretable Abstractive Summarization with Neural Modular TreesCode1
Extractive is not Faithful: An Investigation of Broad Unfaithfulness Problems in Extractive SummarizationCode1
ArgLegalSumm: Improving Abstractive Summarization of Legal Documents with Argument MiningCode1
Abstractive Meeting Summarization: A SurveyCode1
Multi-LexSum: Real-World Summaries of Civil Rights Lawsuits at Multiple GranularitiesCode1
Understanding Factual Errors in Summarization: Errors, Summarizers, Datasets, Error DetectorsCode1
Leveraging Locality in Abstractive Text SummarizationCode1
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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