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 501–550 of 846 papers

TitleStatusHype
Abstractive Summarization as Augmentation for Document-Level Event Detection—0
Abstractive Summarization for Low Resource Data using Domain Transfer and Data Synthesis—0
Abstractive summarization from Audio Transcription—0
Abstractive Summarization Improved by WordNet-based Extractive Sentences—0
Abstractive summarization of hospitalisation histories with transformer networks—0
Abstractive Summarization of Large Document Collections Using GPT—0
Abstractive Summarization of Low resourced Nepali language using Multilingual Transformers—0
Abstractive Summarization of Product Reviews Using Discourse Structure—0
Abstractive Summarization of Spoken and Written Conversations Based on Phrasal Queries—0
Abstractive Summarization with Combination of Pre-trained Sequence-to-Sequence and Saliency Models—0
Abstractive Tabular Dataset Summarization via Knowledge Base Semantic Embeddings—0
Abstractive Text Summarization by Incorporating Reader Comments—0
Abstractive Text Summarization: Enhancing Sequence-to-Sequence Models Using Word Sense Disambiguation and Semantic Content Generalization—0
Abstractive Text Summarization for Contemporary Sanskrit Prose: Issues and Challenges—0
Abstractive Text Summarization for Bangla Language Using NLP and Machine Learning Approaches—0
Abstractive Text Summarization for Resumes With Cutting Edge NLP Transformers and LSTM—0
Abstractive Text Summarization for Sanskrit Prose: A Study of Methods and Approaches—0
Abstractive Text Summarization: State of the Art, Challenges, and Improvements—0
Abstractive Text Summarization using Attentive GRU based Encoder-Decoder—0
Abstractive Text Summarization Using the BRIO Training Paradigm—0
Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion—0
Actor-Critic based Training Framework for Abstractive Summarization—0
Adapting Neural Single-Document Summarization Model for Abstractive Multi-Document Summarization: A Pilot Study—0
Adaptive Beam Search to Enhance On-device Abstractive Summarization—0
A Discriminative Model for Semantics-to-String Translation—0
Advancements in Natural Language Processing for Automatic Text Summarization—0
Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs—0
Adversarial Domain Adaptation Using Artificial Titles for Abstractive Title Generation—0
A Finer-grain Universal Dialogue Semantic Structures based Model For Abstractive Dialogue Summarization—0
A Graph-theoretic Summary Evaluation for ROUGE—0
AgreeSum: Agreement-Oriented Multi-Document Summarization—0
A Hierarchical End-to-End Model for Jointly Improving Text Summarization and Sentiment Classification—0
A Hybrid Approach to Multi-document Summarization of Opinions in Reviews—0
A Hybrid Architecture with Efficient Fine Tuning for Abstractive Patent Document Summarization—0
A Hybrid Strategy for Chat Transcript Summarization—0
A Hybrid Word-Character Approach to Abstractive Summarization—0
Amharic Abstractive Text Summarization—0
A more abstractive summarization model—0
AMR Parsing with an Incremental Joint Model—0
Analysis of Multidomain Abstractive Summarization Using Salience Allocation—0
Analyzing Sentence Fusion in Abstractive Summarization—0
Evaluating the Tradeoff Between Abstractiveness and Factuality in Abstractive Summarization—0
An Analysis of Abstractive Text Summarization Using Pre-trained Models—0
AnCora-UPF: A Multi-Level Annotation of Spanish—0
An Editorial Network for Enhanced Document Summarization—0
An Enhanced MeanSum Method For Generating Hotel Multi-Review Summarizations—0
An Entity-Driven Framework for Abstractive Summarization—0
A New Annotated Portuguese/Spanish Corpus for the Multi-Sentence Compression Task—0
An Imitation Learning Curriculum for Text Editing with Non-Autoregressive Models—0
An In-depth Walkthrough on Evolution of Neural Machine Translation—0
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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