LongT5: Efficient Text-To-Text Transformer for Long Sequences Dec 15, 2021 Abstractive Text Summarization Long-range modeling
Code Code Available 1Discovering Non-monotonic Autoregressive Orderings with Variational Inference Oct 27, 2021 Decoder Image Captioning
Code Code Available 1PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document Summarization Oct 16, 2021 Abstractive Text Summarization Decoder
Code Code Available 1Summ^N: A Multi-Stage Summarization Framework for Long Input Dialogues and Documents Oct 16, 2021 Abstractive Text Summarization Document Summarization
Code Code Available 1DYLE: Dynamic Latent Extraction for Abstractive Long-Input Summarization Oct 15, 2021 Abstractive Text Summarization Text Summarization
Code Code Available 1Control Prefixes for Parameter-Efficient Text Generation Oct 15, 2021 Abstractive Text Summarization Attribute
Code Code Available 1MReD: A Meta-Review Dataset for Structure-Controllable Text Generation Oct 14, 2021 Text Generation Text Summarization
Code Code Available 1Towards a Unified View of Parameter-Efficient Transfer Learning Oct 8, 2021 Machine Translation parameter-efficient fine-tuning
Code Code Available 1HydraSum: Disentangling Stylistic Features in Text Summarization using Multi-Decoder Models Oct 8, 2021 Abstractive Text Summarization Decoder
Code Code Available 1BARTpho: Pre-trained Sequence-to-Sequence Models for Vietnamese Sep 20, 2021 Abstractive Text Summarization Denoising
Code Code Available 1Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language Generation Sep 14, 2021 nlg evaluation Style Transfer
Code Code Available 1Does Pretraining for Summarization Require Knowledge Transfer? Sep 10, 2021 Text Summarization Transfer Learning
Code Code Available 1Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization Sep 10, 2021 Abstractive Dialogue Summarization Articles
Code Code Available 1ARMAN: Pre-training with Semantically Selecting and Reordering of Sentences for Persian Abstractive Summarization Sep 9, 2021 Abstractive Text Summarization Decoder
Code Code Available 1Sequence Level Contrastive Learning for Text Summarization Sep 8, 2021 Abstractive Text Summarization Contrastive Learning
Code Code Available 1Effective Sequence-to-Sequence Dialogue State Tracking Aug 31, 2021 Dialogue State Tracking Language Modeling
Code Code Available 1Factual Consistency Evaluation for Text Summarization via Counterfactual Estimation Aug 30, 2021 Abstractive Text Summarization counterfactual
Code Code Available 1SummerTime: Text Summarization Toolkit for Non-experts Aug 29, 2021 Document Summarization Multi-Document Summarization
Code Code Available 1Automatic Text Evaluation through the Lens of Wasserstein Barycenters Aug 27, 2021 Image Captioning Machine Translation
Code Code Available 1Alleviating Exposure Bias via Contrastive Learning for Abstractive Text Summarization Aug 26, 2021 Abstractive Text Summarization Contrastive Learning
Code Code Available 1Enhanced Seq2Seq Autoencoder via Contrastive Learning for Abstractive Text Summarization Aug 26, 2021 Abstractive Text Summarization Contrastive Learning
Code Code Available 1Fastformer: Additive Attention Can Be All You Need Aug 20, 2021 All News Recommendation
Code Code Available 1Summary Explorer: Visualizing the State of the Art in Text Summarization Aug 4, 2021 Document Summarization Position
Code Code Available 1SumPubMed: Summarization Dataset of PubMed Scientific Articles Aug 1, 2021 Articles Informativeness
Code Code Available 1End-to-End AMR Coreference Resolution Aug 1, 2021 Abstract Meaning Representation coreference-resolution
Code Code Available 1MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes Jul 19, 2021 Extractive Summarization Extractive Text Summarization
Code Code Available 1Incorporating Domain Knowledge for Extractive Summarization of Legal Case Documents Jun 30, 2021 Extractive Summarization Text Summarization
Code Code Available 1XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 Languages Jun 25, 2021 Abstractive Text Summarization Text Summarization
Code Code Available 1BARTScore: Evaluating Generated Text as Text Generation Jun 22, 2021 Decoder Informativeness
Code Code Available 1Twitter Sentiment Analysis Jun 13, 2021 BIG-bench Machine Learning Classification
Code Code Available 1VT-SSum: A Benchmark Dataset for Video Transcript Segmentation and Summarization Jun 10, 2021 Articles Segmentation
Code Code Available 1Attention Temperature Matters in Abstractive Summarization Distillation Jun 7, 2021 Abstractive Text Summarization Text Summarization
Code Code Available 1ZmBART: An Unsupervised Cross-lingual Transfer Framework for Language Generation Jun 3, 2021 Cross-Lingual Transfer Denoising
Code Code Available 1SimCLS: A Simple Framework for Contrastive Learning of Abstractive Summarization Jun 3, 2021 Abstractive Text Summarization Contrastive Learning
Code Code Available 1ConvoSumm: Conversation Summarization Benchmark and Improved Abstractive Summarization with Argument Mining Jun 1, 2021 Abstractive Text Summarization Argument Mining
Code Code Available 1BookSum: A Collection of Datasets for Long-form Narrative Summarization May 18, 2021 Abstractive Text Summarization Form
Code Code Available 1DialogSum: A Real-Life Scenario Dialogue Summarization Dataset May 14, 2021 Abstractive Dialogue Summarization Common Sense Reasoning
Code Code Available 1D2S: Document-to-Slide Generation Via Query-Based Text Summarization May 8, 2021 Benchmarking Long Form Question Answering
Code Code Available 1The Factual Inconsistency Problem in Abstractive Text Summarization: A Survey Apr 30, 2021 Abstractive Text Summarization Decoder
Code Code Available 1PanGu-α: Large-scale Autoregressive Pretrained Chinese Language Models with Auto-parallel Computation Apr 26, 2021 Cloze (multi-choices) (Few-Shot) Cloze (multi-choices) (One-Shot)
Code Code Available 1SummVis: Interactive Visual Analysis of Models, Data, and Evaluation for Text Summarization Apr 15, 2021 Abstractive Text Summarization Text Summarization
Code Code Available 1RefSum: Refactoring Neural Summarization Apr 15, 2021 Reranking Text Summarization
Code Code Available 1Enhancing Scientific Papers Summarization with Citation Graph Apr 7, 2021 Text Summarization
Code Code Available 1Rethinking Perturbations in Encoder-Decoders for Fast Training Apr 5, 2021 Machine Translation Text Summarization
Code Code Available 1Mask Attention Networks: Rethinking and Strengthen Transformer Mar 25, 2021 Abstractive Text Summarization Machine Translation
Code Code Available 1Entity-level Factual Consistency of Abstractive Text Summarization Feb 18, 2021 Abstractive Text Summarization Hallucination
Code Code Available 1Non-Autoregressive Text Generation with Pre-trained Language Models Feb 16, 2021 Machine Translation Sentence
Code Code Available 1Contextualized Rewriting for Text Summarization Jan 31, 2021 Extractive Summarization reinforcement-learning
Code Code Available 1Summaformers @ LaySumm 20, LongSumm 20 Jan 10, 2021 Abstractive Text Summarization Feature Engineering
Code Code Available 1K-PLUG: KNOWLEDGE-INJECTED PRE-TRAINED LANGUAGE MODEL FOR NATURAL LANGUAGE UNDERSTANDING AND GENERATION Jan 1, 2021 Chatbot Decoder
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