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 301–350 of 846 papers

TitleStatusHype
Just Ask! Evaluating Machine Translation by Asking and Answering QuestionsCode0
Improving Factuality of Abstractive Summarization without Sacrificing Summary QualityCode0
Efficient Few-Shot Fine-Tuning for Opinion SummarizationCode0
A Unified Model for Extractive and Abstractive Summarization using Inconsistency LossCode0
Entity-based SpanCopy for Abstractive Summarization to Improve the Factual ConsistencyCode0
Entity Commonsense Representation for Neural Abstractive SummarizationCode0
Improving Summarization with Human EditsCode0
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
Improved Document Modelling with a Neural Discourse ParserCode0
A Unified Model for Extractive and Abstractive Summarization using Inconsistency LossCode0
Improve Query Focused Abstractive Summarization by Incorporating Answer RelevanceCode0
IMPROVING ABSTRACTIVE SUMMARIZATION WITH SEGMENT-AUGMENTED AND POSITION-AWARENESS (ACLing2021)Code0
Don't Say What You Don't Know: Improving the Consistency of Abstractive Summarization by Constraining Beam SearchCode0
How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype EditingCode0
DomainSum: A Hierarchical Benchmark for Fine-Grained Domain Shift in Abstractive Text SummarizationCode0
Restructuring Conversations using Discourse Relations for Zero-shot Abstractive Dialogue SummarizationCode0
Improving abstractive summarization with energy-based re-rankingCode0
Domain Aligned Prefix Averaging for Domain Generalization in Abstractive SummarizationCode0
Domain Adaptation with Pre-trained Transformers for Query-Focused Abstractive Text SummarizationCode0
Bengali Abstractive News Summarization(BANS): A Neural Attention ApproachCode0
Exploring Multitask Learning for Low-Resource Abstractive SummarizationCode0
Efficient Adaptation of Pretrained Transformers for Abstractive SummarizationCode0
Domain Adaptation with Pre-trained Transformers for Query Focused Abstractive Text SummarizationCode0
Harnessing Abstractive Summarization for Fact-Checked Claim DetectionCode0
HeSum: a Novel Dataset for Abstractive Text Summarization in HebrewCode0
Document-Level Abstractive SummarizationCode0
GUMSum: Multi-Genre Data and Evaluation for English Abstractive SummarizationCode0
Divide and Conquer: From Complexity to Simplicity for Lay SummarizationCode0
Diversity driven Attention Model for Query-based Abstractive SummarizationCode0
Better Summarization Evaluation with Word Embeddings for ROUGECode0
HistAlign: Improving Context Dependency in Language Generation by Aligning with HistoryCode0
Global Encoding for Abstractive SummarizationCode0
Global-aware Beam Search for Neural Abstractive SummarizationCode0
GreekT5: A Series of Greek Sequence-to-Sequence Models for News SummarizationCode0
Generative Adversarial Network for Abstractive Text SummarizationCode0
GEMINI: Controlling the Sentence-level Writing Style for Abstractive Text SummarizationCode0
Differentiable N-gram Objective on Abstractive SummarizationCode0
Fusing Multimodal Signals on Hyper-complex Space for Extreme Abstractive Text Summarization (TL;DR) of Scientific ContentsCode0
Faithful Abstractive Summarization via Fact-aware Consistency-constrained TransformerCode0
GASCADE: Grouped Summarization of Adverse Drug Event for Enhanced Cancer PharmacovigilanceCode0
Guidance in Radiology Report Summarization: An Empirical Evaluation and Error AnalysisCode0
Flight of the PEGASUS? Comparing Transformers on Few-shot and Zero-shot Multi-document Abstractive SummarizationCode0
Low-Resource Language Processing: An OCR-Driven Summarization and Translation PipelineCode0
DeltaLM: Encoder-Decoder Pre-training for Language Generation and Translation by Augmenting Pretrained Multilingual EncodersCode0
FIZZ: Factual Inconsistency Detection by Zoom-in Summary and Zoom-out DocumentCode0
DELTA: A DEep learning based Language Technology plAtformCode0
Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in SummarizationCode0
A Step-by-Step Gradient Penalty with Similarity Calculation for Text Summary GenerationCode0
Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text GenerationCode0
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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