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 201225 of 846 papers

TitleStatusHype
Improving Factual Error Correction for Abstractive Summarization via Data Distillation and Conditional-generation ClozeCode0
Improving Factuality of Abstractive Summarization without Sacrificing Summary QualityCode0
IMPROVING ABSTRACTIVE SUMMARIZATION WITH SEGMENT-AUGMENTED AND POSITION-AWARENESS (ACLing2021)Code0
Abstractive Dialog Summarization with Semantic ScaffoldsCode0
A Novel Wikipedia based Dataset for Monolingual and Cross-Lingual SummarizationCode0
Concept Pointer Network for Abstractive SummarizationCode0
Mitigating the Impact of Reference Quality on Evaluation of Summarization Systems with Reference-Free MetricsCode0
CERET: Cost-Effective Extrinsic Refinement for Text GenerationCode0
Guidance in Radiology Report Summarization: An Empirical Evaluation and Error AnalysisCode0
Answers Unite! Unsupervised Metrics for Reinforced Summarization ModelsCode0
Guided Neural Language Generation for Abstractive Summarization using Abstract Meaning RepresentationCode0
GreekT5: A Series of Greek Sequence-to-Sequence Models for News SummarizationCode0
Global Encoding for Abstractive SummarizationCode0
GUMSum: Multi-Genre Data and Evaluation for English Abstractive SummarizationCode0
Generative Adversarial Network for Abstractive Text SummarizationCode0
Controlling the Amount of Verbatim Copying in Abstractive SummarizationCode0
Abstractive Dialogue Summarization with Sentence-Gated Modeling Optimized by Dialogue ActsCode0
Controlling the Focus of Pretrained Language Generation ModelsCode0
GASCADE: Grouped Summarization of Adverse Drug Event for Enhanced Cancer PharmacovigilanceCode0
An Empirical Study of Building a Strong Baseline for Constituency ParsingCode0
GEMINI: Controlling the Sentence-level Writing Style for Abstractive Text SummarizationCode0
CoP: Factual Inconsistency Detection by Controlling the PreferenceCode0
Flight of the PEGASUS? Comparing Transformers on Few-shot and Zero-shot Multi-document Abstractive SummarizationCode0
FilipN@LT-EDI-ACL2022-Detecting signs of Depression from Social Media: Examining the use of summarization methods as data augmentation for text classificationCode0
Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text GenerationCode0
Show:102550
← PrevPage 9 of 34Next →

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