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 45014550 of 5335 papers

TitleStatusHype
Evaluating the text quality, human likeness and tailoring component of PASS: A Dutch data-to-text system for soccer0
Measuring the Diversity of Automatic Image DescriptionsCode0
Dialogue-act-driven Conversation Model : An Experimental Study0
A Reinforcement Learning Framework for Natural Question Generation using Bi-discriminators0
Unsupervised Morphology Learning with Statistical ParadigmsCode0
A Multi-Attention based Neural Network with External Knowledge for Story Ending Predicting Task0
Point Precisely: Towards Ensuring the Precision of Data in Generated Texts Using Delayed Copy Mechanism0
Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion0
An Operation Network for Abstractive Sentence Compression0
Natural Language Generation for Polysynthetic Languages: Language Teaching and Learning Software for Kanyen'k\'eha (Mohawk)0
Can spontaneous spoken language disfluencies help describe syntactic dependencies? An empirical study0
Enhancing Cohesion and Coherence of Fake Text to Improve Believability for Deceiving Cyber Attackers0
Paraphrastic Variance between European and Brazilian Portuguese0
STYLUS: A Resource for Systematically Derived Language Usage0
Code-Switching Detection with Data-Augmented Acoustic and Language Models0
Fuzzy quantification for linguistic data analysis and data mining0
Improving Explainable Recommendations with Synthetic Reviews0
Guess who? Multilingual approach for the automated generation of author-stylized poetry0
Video Captioning with Boundary-aware Hierarchical Language Decoding and Joint Video Prediction0
Sequential Copying NetworksCode0
A Concept Specification and Abstraction-based Semantic Representation: Addressing the Barriers to Rule-based Machine Translation0
Automatic Token and Turn Level Language Identification for Code-Switched Text Dialog: An Analysis Across Language Pairs and Corpora0
A Context-aware Convolutional Natural Language Generation model for Dialogue Systems0
Modeling Linguistic and Personality Adaptation for Natural Language Generation0
BinLin: A Simple Method of Dependency Tree Linearization0
Texar: A Modularized, Versatile, and Extensible Toolbox for Text Generation0
Unsupervised Random Walk Sentence Embeddings: A Strong but Simple Baseline0
The First Multilingual Surface Realisation Shared Task (SR’18): Overview and Evaluation Results0
Injecting Lexical Contrast into Word Vectors by Guiding Vector Space Specialisation0
NILC-SWORNEMO at the Surface Realization Shared Task: Exploring Syntax-Based Word Ordering using Neural Models0
Multi-task learning for historical text normalization: Size matters0
The DipInfo-UniTo system for SRST 20180
The Influence of Context on Sentence Acceptability JudgementsCode0
A Distributional and Orthographic Aggregation Model for English Derivational MorphologyCode0
Let's do it ``again'': A First Computational Approach to Detecting Adverbial Presupposition Triggers0
Learning to Generate Move-by-Move Commentary for Chess Games from Large-Scale Social Forum DataCode1
Generating Informative Responses with Controlled Sentence FunctionCode0
Personalized Review Generation By Expanding Phrases and Attending on Aspect-Aware RepresentationsCode0
Exploring Chunk Based Templates for Generating a subset of English Text0
Language Generation via DAG Transduction0
Mixed Feelings: Natural Text Generation with Variable, Coexistent Affective Categories0
A Spatial Model for Extracting and Visualizing Latent Discourse Structure in Text0
Inherent Biases in Reference-based Evaluation for Grammatical Error CorrectionCode0
A Neural Approach to Pun Generation0
An Empirical Study of Building a Strong Baseline for Constituency ParsingCode0
Generating Titles for Web Tables0
Stochastic Wasserstein Autoencoder for Probabilistic Sentence GenerationCode0
Discovering User Groups for Natural Language Generation0
On Accurate Evaluation of GANs for Language Generation0
Deep State Space Models for Unconditional Word Generation0
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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