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 801846 of 846 papers

TitleStatusHype
Divide and Conquer: From Complexity to Simplicity for Lay SummarizationCode0
Diversity driven Attention Model for Query-based Abstractive SummarizationCode0
Semi-Supervised Dialogue Abstractive Summarization via High-Quality Pseudolabel SelectionCode0
Unified Language Model Pre-training for Natural Language Understanding and GenerationCode0
Sentence-level Planning for Especially Abstractive SummarizationCode0
Entity-Based Evaluation of Political Bias in Automatic SummarizationCode0
Multi-hop Inference for Question-driven SummarizationCode0
Differentiable N-gram Objective on Abstractive SummarizationCode0
CERET: Cost-Effective Extrinsic Refinement for Text GenerationCode0
Sequence-to-Sequence Resources for CatalanCode0
Shortcomings of Question Answering Based Factuality Frameworks for Error LocalizationCode0
To Adapt or to Fine-tune: A Case Study on Abstractive SummarizationCode0
BiSET: Bi-directional Selective Encoding with Template for Abstractive SummarizationCode0
Restructuring Conversations using Discourse Relations for Zero-shot Abstractive Dialogue SummarizationCode0
An Empirical Study of Building a Strong Baseline for Constituency ParsingCode0
Muppet: Massive Multi-task Representations with Pre-FinetuningCode0
Source Identification in Abstractive SummarizationCode0
DeltaLM: Encoder-Decoder Pre-training for Language Generation and Translation by Augmenting Pretrained Multilingual EncodersCode0
USB: A Unified Summarization Benchmark Across Tasks and DomainsCode0
Universal Evasion Attacks on Summarization ScoringCode0
Unsupervised Abstractive Meeting Summarization with Multi-Sentence Compression and Budgeted Submodular MaximizationCode0
DELTA: A DEep learning based Language Technology plAtformCode0
Unsupervised Abstractive Opinion Summarization by Generating Sentences with Tree-Structured Topic GuidanceCode0
Deep Recurrent Generative Decoder for Abstractive Text SummarizationCode0
Toward Abstractive Summarization Using Semantic RepresentationsCode0
Unsupervised Abstractive Summarization of Bengali Text DocumentsCode0
STORYSUMM: Evaluating Faithfulness in Story SummarizationCode0
An abstractive text summarization technique using transformer model with self-attention mechanismCode0
NLPOP: a Dataset for Popularity Prediction of Promoted NLP Research on TwitterCode0
StructSum: Summarization via Structured RepresentationsCode0
Structure-Infused Copy Mechanisms for Abstractive SummarizationCode0
A Baseline Analysis for Podcast Abstractive SummarizationCode0
NumHG: A Dataset for Number-Focused Headline GenerationCode0
Bidirectional Context-Aware Hierarchical Attention Network for Document UnderstandingCode0
Deceiving Question-Answering Models: A Hybrid Word-Level Adversarial ApproachCode0
Subjective Bias in Abstractive SummarizationCode0
On Extractive and Abstractive Neural Document Summarization with Transformer Language ModelsCode0
CSTRL: Context-Driven Sequential Transfer Learning for Abstractive Radiology Report SummarizationCode0
On Context Utilization in Summarization with Large Language ModelsCode0
Efficient Adaptation of Pretrained Transformers for Abstractive SummarizationCode0
SummAE: Zero-Shot Abstractive Text Summarization using Length-Agnostic Auto-EncodersCode0
Better Summarization Evaluation with Word Embeddings for ROUGECode0
Using Question Answering Rewards to Improve Abstractive SummarizationCode0
CrisisLTLSum: A Benchmark for Local Crisis Event Timeline Extraction and SummarizationCode0
BERT Fine-tuning For Arabic Text SummarizationCode0
Summaries as Captions: Generating Figure Captions for Scientific Documents with Automated Text SummarizationCode0
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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