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 701750 of 846 papers

TitleStatusHype
Alleviating Exposure Bias via Multi-level Contrastive Learning and Deviation Simulation in Abstractive SummarizationCode0
In Conclusion Not Repetition: Comprehensive Abstractive Summarization With Diversified Attention Based On Determinantal Point ProcessesCode0
AIstorian lets AI be a historian: A KG-powered multi-agent system for accurate biography generationCode0
Controlling the Amount of Verbatim Copying in Abstractive SummarizationCode0
ProphetNet: Predicting Future N-gram for Sequence-to-SequencePre-trainingCode0
Inducing Causal Structure for Abstractive Text SummarizationCode0
Inducing Document Structure for Aspect-based SummarizationCode0
FIZZ: Factual Inconsistency Detection by Zoom-in Summary and Zoom-out DocumentCode0
WSL-DS: Weakly Supervised Learning with Distant Supervision for Query Focused Multi-Document Abstractive SummarizationCode0
PyrEval: An Automated Method for Summary Content AnalysisCode0
Controlling Length in Abstractive Summarization Using a Convolutional Neural NetworkCode0
Survey on Abstractive Text Summarization: Dataset, Models, and MetricsCode0
FilipN@LT-EDI-ACL2022-Detecting signs of Depression from Social Media: Examining the use of summarization methods as data augmentation for text classificationCode0
Contrastive Attention Mechanism for Abstractive Sentence SummarizationCode0
Query and Output: Generating Words by Querying Distributed Word Representations for Paraphrase GenerationCode0
Query-Based Abstractive Summarization Using Neural NetworksCode0
Joint Parsing and Generation for Abstractive SummarizationCode0
Just Ask! Evaluating Machine Translation by Asking and Answering QuestionsCode0
Just ClozE! A Novel Framework for Evaluating the Factual Consistency Faster in Abstractive SummarizationCode0
Synchronous Bidirectional Inference for Neural Sequence GenerationCode0
Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text GenerationCode0
A Step-by-Step Gradient Penalty with Similarity Calculation for Text Summary GenerationCode0
Scoring Sentence Singletons and Pairs for Abstractive SummarizationCode0
Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in SummarizationCode0
Assessing LLMs for Zero-shot Abstractive Summarization Through the Lens of Relevance ParaphrasingCode0
Unsupervised Neural Single-Document Summarization of Reviews via Learning Latent Discourse Structure and its RankingCode0
Towards Summary Candidates FusionCode0
Low-Resource Language Processing: An OCR-Driven Summarization and Translation PipelineCode0
Abstractive Summarization of Reddit Posts with Multi-level Memory NetworksCode0
Faithful Abstractive Summarization via Fact-aware Consistency-constrained TransformerCode0
Saliency Map Verbalization: Comparing Feature Importance Representations from Model-free and Instruction-based MethodsCode0
Read, Highlight and Summarize: A Hierarchical Neural Semantic Encoder-based ApproachCode0
Extractive Summarization with SWAP-NET: Sentences and Words from Alternating Pointer NetworksCode0
Abstractive Document Summarization without Parallel DataCode0
Reducing Quantity Hallucinations in Abstractive SummarizationCode0
Learning to Encode Text as Human-Readable Summaries using Generative Adversarial NetworksCode0
Can LMs Generalize to Future Data? An Empirical Analysis on Text SummarizationCode0
Learning towards Abstractive Timeline SummarizationCode0
Learning with Rejection for Abstractive Text SummarizationCode0
Learn to Copy from the Copying History: Correlational Copy Network for Abstractive SummarizationCode0
Exploring Multitask Learning for Low-Resource Abstractive SummarizationCode0
WikiMulti: a Corpus for Cross-Lingual SummarizationCode0
Length Control in Abstractive Summarization by Pretraining Information SelectionCode0
TeSum: Human-Generated Abstractive Summarization Corpus for TeluguCode0
A Split-then-Join Approach to Abstractive Summarization for Very Long Documents in a Low Resource SettingCode0
AdaptEval: Evaluating Large Language Models on Domain Adaptation for Text SummarizationCode0
Exploring Explainable Selection to Control Abstractive SummarizationCode0
Entity-driven Fact-aware Abstractive Summarization of Biomedical LiteratureCode0
Two New Datasets for Italian-Language Abstractive Text SummarizationCode0
Concept Pointer Network for Abstractive SummarizationCode0
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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