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 426450 of 846 papers

TitleStatusHype
Differentiable N-gram Objective on Abstractive SummarizationCode0
Submodularity In Machine Learning and Artificial Intelligence0
Incorporating Question Answering-Based Signals into Abstractive Summarization via Salient Span Selection0
AraBART: a Pretrained Arabic Sequence-to-Sequence Model for Abstractive Summarization0
Novel Chapter Abstractive Summarization using Spinal Tree Aware Sub-Sentential Content Selection0
Measuring Faithfulness of Abstractive Summaries0
BOOKSUM: A Collection of Datasets for Long-form Narrative Summarization0
Mosaic Augmentation for Text: Cropping and Collaging as Cross-Domain Techniques0
Exploring Cross-Lingual Guidance in Abstractive Summarization0
Topic-controllable Abstractive Summarization0
Controlling the Focus of Pretrained Language Generation Models0
Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in Summarization0
ExtraPhrase: Efficient Data Augmentation for Abstractive Summarization0
Adaptive Beam Search to Enhance On-device Abstractive Summarization0
Domain Adaptation with Pre-trained Transformers for Query Focused Abstractive Text SummarizationCode0
May the Force Be with Your Copy Mechanism: Enhanced Supervised-Copy Method for Natural Language Generation0
Reinforced Abstractive Summarization with Adaptive Length Controlling0
CO2Sum:Contrastive Learning for Factual-Consistent Abstractive Summarization0
Abstractive Text Summarization: Enhancing Sequence-to-Sequence Models Using Word Sense Disambiguation and Semantic Content Generalization0
New Approaches to Long Document Summarization: Fourier Transform Based Attention in a Transformer Model0
Pointer over Attention: An Improved Bangla Text Summarization Approach Using Hybrid Pointer Generator Network0
MoFE: Mixture of Factual Experts for Controlling Hallucinations in Abstractive Summarization0
A Zero-Resource Approach to Cross-Lingual Query-Focused Abstractive Summarization0
FRSUM: Towards Faithful Abstractive Summarization via Enhancing Factual Robustness0
Improving the Faithfulness of Abstractive Summarization via Entity Coverage Control0
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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