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
IBMResearch at MEDIQA 2021: Toward Improving Factual Correctness of Radiology Report Abstractive Summarization—0
Abstractive Text Summarization by Incorporating Reader Comments—0
Bidirectional Attentional Encoder-Decoder Model and Bidirectional Beam Search for Abstractive Summarization—0
Abstractive News Summarization based on Event Semantic Link Network—0
Improving Abstraction in Text Summarization—0
Beyond English: The Impact of Prompt Translation Strategies across Languages and Tasks in Multilingual LLMs—0
ExtraPhrase: Efficient Data Augmentation for Abstractive Summarization—0
AMR Parsing with an Incremental Joint Model—0
BERT-VBD: Vietnamese Multi-Document Summarization Framework—0
Extractive Summarization using Continuous Vector Space Models—0
How Ready are Pre-trained Abstractive Models and LLMs for Legal Case Judgement Summarization?—0
Abstractive Multi-document Summarization with Semantic Information Extraction—0
Exploring the Limits of ChatGPT for Query or Aspect-based Text Summarization—0
BenLLMEval: A Comprehensive Evaluation into the Potentials and Pitfalls of Large Language Models on Bengali NLP—0
Exploring Multitask Learning for Low-Resource AbstractiveSummarization—0
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization—0
Exploring Cross-Lingual Guidance in Abstractive Summarization—0
Absformer: Transformer-based Model for Unsupervised Multi-Document Abstractive Summarization—0
HL-EncDec: A Hybrid-Level Encoder-Decoder for Neural Response Generation—0
How Private are Language Models in Abstractive Summarization?—0
HydraSum - Disentangling Stylistic Features in Text Summarization using Multi-Decoder Models—0
A more abstractive summarization model—0
Improving Abstractive Summarization with Commonsense Knowledge—0
Extract-and-Abstract: Unifying Extractive and Abstractive Summarization within Single Encoder-Decoder Framework—0
Extraction Meets Abstraction: Ideal Answer Generation for Biomedical Questions—0
Extractive and Abstractive Summarization Methods for Financial Narrative Summarization in English, Spanish and Greek—0
Improving Factual Consistency of Abstractive Summarization on Customer Feedback—0
Exploiting Representation Bias for Data Distillation in Abstractive Text Summarization—0
Event Graph based Sentence Fusion—0
Extra Global Attention Designation Using Keyword Detection in Sparse Transformer Architectures—0
BASS: Boosting Abstractive Summarization with Unified Semantic Graph—0
Evaluation Metrics for Headline Generation Using Deep Pre-Trained Embeddings—0
Abstractive Tabular Dataset Summarization via Knowledge Base Semantic Embeddings—0
Evaluating GPT-3.5's Awareness and Summarization Abilities for European Constitutional Texts with Shared Topics—0
EROS: Entity-Driven Controlled Policy Document Summarization—0
Guiding Generation for Abstractive Text Summarization Based on Key Information Guide Network—0
Factual Error Correction for Abstractive Summaries Using Entity Retrieval—0
Factually Consistent Summarization via Reinforcement Learning with Textual Entailment Feedback—0
Entity-level Factual Adaptiveness of Fine-tuning based Abstractive Summarization Models—0
A Zero-Resource Approach to Cross-Lingual Query-Focused Abstractive Summarization—0
Abstractive Summarization with Combination of Pre-trained Sequence-to-Sequence and Saliency Models—0
Faithfulness in Natural Language Generation: A Systematic Survey of Analysis, Evaluation and Optimization Methods—0
AUTOSUMM: Automatic Model Creation for Text Summarization—0
Avaya Conversational Intelligence: A Real-Time System for Spoken Language Understanding in Human-Human Call Center Conversations—0
Abstractive Multi-document Summarization by Partial Tree Extraction, Recombination and Linearization—0
Faithful to the Original: Fact Aware Neural Abstractive Summarization—0
Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in Summarization—0
BOOKSUM: A Collection of Datasets for Long-form Narrative Summarization—0
Entity-based De-noising Modeling for Controllable Dialogue Summarization—0
Ensure the Correctness of the Summary: Incorporate Entailment Knowledge into Abstractive Sentence Summarization—0
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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