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 151175 of 846 papers

TitleStatusHype
Alleviating Exposure Bias via Contrastive Learning for Abstractive Text SummarizationCode1
HowSumm: A Multi-Document Summarization Dataset Derived from WikiHow ArticlesCode1
HydraSum: Disentangling Stylistic Features in Text Summarization using Multi-Decoder ModelsCode1
Balancing Lexical and Semantic Quality in Abstractive SummarizationCode1
Learning Rich Representation of Keyphrases from TextCode1
BART-IT: An Efficient Sequence-to-Sequence Model for Italian Text SummarizationCode1
BARTpho: Pre-trained Sequence-to-Sequence Models for VietnameseCode1
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive SummarizationCode1
Benchmarking the Generation of Fact Checking ExplanationsCode1
Summaformers @ LaySumm 20, LongSumm 20Code1
Leveraging ParsBERT and Pretrained mT5 for Persian Abstractive Text SummarizationCode1
Assessment of Transformer-Based Encoder-Decoder Model for Human-Like Summarization0
A Discriminative Model for Semantics-to-String Translation0
Controlling the Focus of Pretrained Language Generation Models0
Aspect-oriented Consumer Health Answer Summarization0
Abstractive Summarization of Product Reviews Using Discourse Structure0
Aspect and Sentiment Aware Abstractive Review Summarization0
A Self-Attentive Hierarchical Model for Jointly Improving Text Summarization and Sentiment Classification0
Abstractive Summarization of Low resourced Nepali language using Multilingual Transformers0
Summarization of Investment Reports Using Pre-trained Model0
A Second Look on BASS -- Boosting Abstractive Summarization with Unified Semantic Graphs -- A Replication Study0
A Robust Abstractive System for Cross-Lingual Summarization0
Adaptive Beam Search to Enhance On-device Abstractive Summarization0
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
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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