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 751800 of 846 papers

TitleStatusHype
Active Learning for Abstractive Text SummarizationCode0
Entity Commonsense Representation for Neural Abstractive SummarizationCode0
Entity-based SpanCopy for Abstractive Summarization to Improve the Factual ConsistencyCode0
A Simple, Fast Diverse Decoding Algorithm for Neural GenerationCode0
Revisiting Zero-Shot Abstractive Summarization in the Era of Large Language Models from the Perspective of Position BiasCode0
Enhancing Abstractive Summarization of Scientific Papers Using Structure InformationCode0
Literature Retrieval for Precision Medicine with Neural Matching and Faceted SummarizationCode0
SueNes: A Weakly Supervised Approach to Evaluating Single-Document Summarization via Negative SamplingCode0
Encode, Tag, Realize: High-Precision Text EditingCode0
LeafNATS: An Open-Source Toolkit and Live Demo System for Neural Abstractive Text SummarizationCode0
EMO-KNOW: A Large Scale Dataset on Emotion and Emotion-causeCode0
EIT: Enhanced Interactive TransformerCode0
Efficient Few-Shot Fine-Tuning for Opinion SummarizationCode0
Lossless Acceleration for Seq2seq Generation with Aggressive DecodingCode0
Don't Say What You Don't Know: Improving the Consistency of Abstractive Summarization by Constraining Beam SearchCode0
Unsupervised Semantic Abstractive SummarizationCode0
Large Language Models are Not Yet Human-Level Evaluators for Abstractive SummarizationCode0
Abstractive Dialog Summarization with Semantic ScaffoldsCode0
DomainSum: A Hierarchical Benchmark for Fine-Grained Domain Shift in Abstractive Text SummarizationCode0
Domain Aligned Prefix Averaging for Domain Generalization in Abstractive SummarizationCode0
Domain Adaptation with Pre-trained Transformers for Query-Focused Abstractive Text SummarizationCode0
Unsupervised Summarization Re-rankingCode0
Domain Adaptation with Pre-trained Transformers for Query Focused Abstractive Text SummarizationCode0
The Interpreter Understands Your Meaning: End-to-end Spoken Language Understanding Aided by Speech TranslationCode0
CLIFF: Contrastive Learning for Improving Faithfulness and Factuality in Abstractive SummarizationCode0
MedTSS: transforming abstractive summarization of scientific articles with linguistic analysis and concept reinforcementCode0
ACLSum: A New Dataset for Aspect-based Summarization of Scientific PublicationsCode0
Meta-Learning the Difference: Preparing Large Language Models for Efficient AdaptationCode0
Document-Level Abstractive SummarizationCode0
Meta-X_NLG: A Meta-Learning Approach Based on Language Clustering for Zero-Shot Cross-Lingual Transfer and GenerationCode0
Salient Information Prompting to Steer Content in Prompt-based Abstractive SummarizationCode0
Sample Efficient Text Summarization Using a Single Pre-Trained TransformerCode0
Personalized Abstractive Summarization by Tri-agent Generation PipelineCode0
A Cascade Approach to Neural Abstractive Summarization with Content Selection and FusionCode0
Abstractive Dialogue Summarization with Sentence-Gated Modeling Optimized by Dialogue ActsCode0
Mitigating Hallucination in Abstractive Summarization with Domain-Conditional Mutual InformationCode0
Mitigating the Impact of Reference Quality on Evaluation of Summarization Systems with Reference-Free MetricsCode0
Abstractive Text Summarization based on Language Model Conditioning and Locality ModelingCode0
Mixture Content Selection for Diverse Sequence GenerationCode0
Segmented Recurrent Transformer: An Efficient Sequence-to-Sequence ModelCode0
Model-based Preference Optimization in Abstractive Summarization without Human FeedbackCode0
Modeling Endorsement for Multi-Document Abstractive SummarizationCode0
Select and Summarize: Scene Saliency for Movie Script SummarizationCode0
The Shmoop Corpus: A Dataset of Stories with Loosely Aligned SummariesCode0
Answers Unite! Unsupervised Metrics for Reinforced Summarization ModelsCode0
Self-Rationalization in the Wild: A Large Scale Out-of-Distribution Evaluation on NLI-related tasksCode0
Abstractive Summarization Using Attentive Neural TechniquesCode0
This Email Could Save Your Life: Introducing the Task of Email Subject Line GenerationCode0
A Novel Wikipedia based Dataset for Monolingual and Cross-Lingual SummarizationCode0
Semantic Similarity Based Evaluation for Abstractive News 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