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 326350 of 846 papers

TitleStatusHype
Extractive and Abstractive Summarization Methods for Financial Narrative Summarization in English, Spanish and Greek0
HL-EncDec: A Hybrid-Level Encoder-Decoder for Neural Response Generation0
Improved Beam Search for Hallucination Mitigation in Abstractive Summarization0
Improving Abstractive Text Summarization with History Aggregation0
Extra Global Attention Designation Using Keyword Detection in Sparse Transformer Architectures0
ExtraPhrase: Efficient Data Augmentation for Abstractive Summarization0
Exploiting Representation Bias for Data Distillation in Abstractive Text Summarization0
Event Graph based Sentence Fusion0
BASS: Boosting Abstractive Summarization with Unified Semantic Graph0
Evaluation Metrics for Headline Generation Using Deep Pre-Trained Embeddings0
Amharic Abstractive Text Summarization0
Evaluating GPT-3.5's Awareness and Summarization Abilities for European Constitutional Texts with Shared Topics0
Factually Consistent Summarization via Reinforcement Learning with Textual Entailment Feedback0
EROS: Entity-Driven Controlled Policy Document Summarization0
Abstractive Tabular Dataset Summarization via Knowledge Base Semantic Embeddings0
Entity-level Factual Adaptiveness of Fine-tuning based Abstractive Summarization Models0
Faithfulness in Natural Language Generation: A Systematic Survey of Analysis, Evaluation and Optimization Methods0
A Zero-Resource Approach to Cross-Lingual Query-Focused Abstractive Summarization0
Abstractive Summarization with Combination of Pre-trained Sequence-to-Sequence and Saliency Models0
Gradient-Based Adversarial Factual Consistency Evaluation for Abstractive Summarization0
Faithful to the Original: Fact Aware Neural Abstractive Summarization0
Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in Summarization0
BOOKSUM: A Collection of Datasets for Long-form Narrative Summarization0
AUTOSUMM: Automatic Model Creation for Text Summarization0
Avaya Conversational Intelligence: A Real-Time System for Spoken Language Understanding in Human-Human Call Center Conversations0
Show:102550
← PrevPage 14 of 34Next →

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