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 226250 of 846 papers

TitleStatusHype
CO-Search: COVID-19 Information Retrieval with Semantic Search, Question Answering, and Abstractive Summarization0
Counterfactual Data Augmentation improves Factuality of Abstractive Summarization0
Counterfactual Debiasing for Generating Factually Consistent Text Summaries0
Closed-Book Training to Improve Summarization Encoder Memory0
CQSumDP: A ChatGPT-Annotated Resource for Query-Focused Abstractive Summarization Based on Debatepedia0
ARLED: Leveraging LED-based ARMAN Model for Abstractive Summarization of Persian Long Documents0
Adapting Neural Single-Document Summarization Model for Abstractive Multi-Document Summarization: A Pilot Study0
Annotation and Analysis of Extractive Summaries for the Kyutech Corpus0
Enhance Long Text Understanding via Distilled Gist Detector from Abstractive Summarization0
Annotating and Predicting Non-Restrictive Noun Phrase Modifications0
Cross-lingual Transfer of Abstractive Summarizer to Less-resource Language0
Cross-lingual Fine-tuning for Abstractive Arabic Text Summarization0
Abstractive Text Summarization using Attentive GRU based Encoder-Decoder0
Classical Structured Prediction Losses for Sequence to Sequence Learning0
Crowd-Sourced Iterative Annotation for Narrative Summarization Corpora0
CTISum: A New Benchmark Dataset For Cyber Threat Intelligence Summarization0
Curriculum-guided Abstractive Summarization for Mental Health Online Posts0
CIST@CL-SciSumm 2020, LongSumm 2020: Automatic Scientific Document Summarization0
Cutting-off Redundant Repeating Generations for Neural Abstractive Summarization0
An In-depth Walkthrough on Evolution of Neural Machine Translation0
DaNewsroom: A Large-scale Danish Summarisation Dataset0
ChatGPT as a Factual Inconsistency Evaluator for Text Summarization0
Data-driven sentence generation with non-isomorphic trees0
Abstractive Text Summarization: State of the Art, Challenges, and Improvements0
Challenges in Domain-Specific Abstractive Summarization and How to Overcome them0
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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