SOTAVerified

Text Generation

Text Generation is the task of generating text with the goal of appearing indistinguishable to human-written text. This task is more formally known as "natural language generation" in the literature.

Text generation can be addressed with Markov processes or deep generative models like LSTMs. Recently, some of the most advanced methods for text generation include BART, GPT and other GAN-based approaches. Text generation systems are evaluated either through human ratings or automatic evaluation metrics like METEOR, ROUGE, and BLEU.

Further readings:

( Image credit: Adversarial Ranking for Language Generation )

Papers

Showing 47514800 of 5335 papers

TitleStatusHype
Predicting Causes of Reformulation in Intelligent Assistants0
Controlling Linguistic Style Aspects in Neural Language Generation0
Where to Play: Retrieval of Video Segments using Natural-Language Queries0
Latent-Variable PCFGs: Background and Applications0
Automatic Generation of Jokes in Hindi0
PyDial: A Multi-domain Statistical Dialogue System Toolkit0
Discourse Annotation of Non-native Spontaneous Spoken Responses Using the Rhetorical Structure Theory Framework0
A Neural Local Coherence ModelCode0
Creating Training Corpora for NLG Micro-Planners0
TextFlow: A Text Similarity Measure based on Continuous Sequences0
Abstractive Document Summarization with a Graph-Based Attentional Neural Model0
Learning to Generate Market Comments from Stock Prices0
Automatically Generating Rhythmic Verse with Neural Networks0
Data-Driven Broad-Coverage Grammars for Opinionated Natural Language Generation (ONLG)0
Generating Contrastive Referring Expressions0
Relevance of Unsupervised Metrics in Task-Oriented Dialogue for Evaluating Natural Language GenerationCode0
Data-driven Natural Language Generation: Paving the Road to Success0
The E2E Dataset: New Challenges For End-to-End GenerationCode0
Neural-based Natural Language Generation in Dialogue using RNN Encoder-Decoder with Semantic Aggregation0
On Natural Language Generation of Formal Argumentation0
Adversarial Feature Matching for Text GenerationCode0
Language Generation with Recurrent Generative Adversarial Networks without Pre-trainingCode0
Squib: Effects of Cognitive Effort on the Resolution of Overspecified Descriptions0
Semantic Refinement GRU-based Neural Language Generation for Spoken Dialogue Systems0
Natural Language Generation for Spoken Dialogue System using RNN Encoder-Decoder Networks0
Adversarial Ranking for Language GenerationCode0
Analysing Data-To-Text Generation Benchmarks0
Geometric GANCode0
Word Affect Intensities0
A Survey of Neural Network Techniques for Feature Extraction from Text0
Affect-LM: A Neural Language Model for Customizable Affective Text Generation0
A Syntactic Neural Model for General-Purpose Code GenerationCode0
Imitation learning for structured prediction in natural language processing0
The Use of Object Labels and Spatial Prepositions as Keywords in a Web-Retrieval-Based Image Caption Generation System0
Say the Right Thing Right: Ethics Issues in Natural Language Generation Systems0
Evaluating the Reliability and Interaction of Recursively Used Feature Classes for Terminology Extraction0
Crowd-Sourced Iterative Annotation for Narrative Summarization Corpora0
Generating flexible proper name references in text: Data, models and evaluation0
Psycholinguistic Models of Sentence Processing Improve Sentence Readability Ranking0
Metaheuristic Approaches to Lexical Substitution and Simplification0
Learning to Generate Product Reviews from Attributes0
A Statistical, Grammar-Based Approach to Microplanning0
Frames: A Corpus for Adding Memory to Goal-Oriented Dialogue Systems0
Learning Discourse-level Diversity for Neural Dialog Models using Conditional Variational AutoencodersCode0
An Empirical Approach for Modeling Fuzzy Geographical Descriptors0
Survey of the State of the Art in Natural Language Generation: Core tasks, applications and evaluation0
Random vector generation of a semantic space0
Hierarchical Implicit Models and Likelihood-Free Variational Inference0
Improved Variational Autoencoders for Text Modeling using Dilated ConvolutionsCode0
Boundary-Seeking Generative Adversarial NetworksCode0
Show:102550
← PrevPage 96 of 107Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74Unverified
2FactT5BBLEU48.37Unverified
3JointGT BaselineBLEU47.51Unverified
4FactJointGTBLEU47.39Unverified
5Control Prefixes (T5-large)METEOR0.41Unverified
6T5METEOR0.12Unverified
7BARTMETEOR0.11Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95Unverified
2partGANBLEU-20.91Unverified
3RankGANBLEU-20.85Unverified
4RelGAN (100)BLEU-20.85Unverified
5SeqGANBLEU-20.83Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96Unverified
2PPOGANBLEU-20.91Unverified
3RelGANBLEU-20.88Unverified
4SeqGANBLEU-20.86Unverified
5RankGANBLEU-20.78Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65Unverified
2CRFRDistinct-30.52Unverified
3KGSFDistinct-30.43Unverified
4C2CRSDistinct-30.33Unverified
5KBRDDistinct-30.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92Unverified
2BART (TextBox 2.0)CIDEr12.98Unverified
3BARTMETEOR0.3Unverified
4T5METEOR0.29Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4Unverified
2Beam search + A*esque (sample)BLEU-134.4Unverified
3Beam search + A*esque (greedy)BLEU-134.3Unverified
4Beam searchBLEU-133.7Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81Unverified
2SeqGANBLEU-20.74Unverified
3LeakGANBLEU-20.46Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17Unverified
2TGenMETEOR0.15Unverified
3TGen+METEOR0.15Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12Unverified
2GPT2-81M-LOOPeval_loss3.11Unverified
3GPT2-Hermiteeval_loss2.91Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1Unverified
2SA-VAENLL327.5Unverified
3Aggressive VAENLL326.7Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19Unverified