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
Deep Learning Models For Multiword Expression Identification0
RIGOTRIO at SemEval-2017 Task 9: Combining Machine Learning and Grammar Engineering for AMR Parsing and Generation0
A surprisingly effective out-of-the-box char2char model on the E2E NLG Challenge datasetCode0
Improving Shared Argument Identification in Japanese Event Knowledge Acquisition0
The Code2Text Challenge: Text Generation in Source Code LibrariesCode0
Challenges in Data-to-Document GenerationCode0
Story Generation from Sequence of Independent Short Descriptions0
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
Discourse Annotation of Non-native Spontaneous Spoken Responses Using the Rhetorical Structure Theory Framework0
TextFlow: A Text Similarity Measure based on Continuous Sequences0
A Neural Local Coherence ModelCode0
Automatically Generating Rhythmic Verse with Neural Networks0
Creating Training Corpora for NLG Micro-Planners0
Latent-Variable PCFGs: Background and Applications0
Generating Contrastive Referring Expressions0
Automatic Generation of Jokes in Hindi0
PyDial: A Multi-domain Statistical Dialogue System Toolkit0
Abstractive Document Summarization with a Graph-Based Attentional Neural Model0
Data-Driven Broad-Coverage Grammars for Opinionated Natural Language Generation (ONLG)0
Learning to Generate Market Comments from Stock Prices0
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
Natural Language Generation for Spoken Dialogue System using RNN Encoder-Decoder Networks0
Semantic Refinement GRU-based Neural Language Generation for Spoken Dialogue Systems0
Squib: Effects of Cognitive Effort on the Resolution of Overspecified Descriptions0
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
A Statistical, Grammar-Based Approach to Microplanning0
Learning to Generate Product Reviews from Attributes0
Say the Right Thing Right: Ethics Issues in Natural Language Generation Systems0
Generating flexible proper name references in text: Data, models and evaluation0
Evaluating the Reliability and Interaction of Recursively Used Feature Classes for Terminology Extraction0
Psycholinguistic Models of Sentence Processing Improve Sentence Readability Ranking0
Metaheuristic Approaches to Lexical Substitution and Simplification0
The Use of Object Labels and Spatial Prepositions as Keywords in a Web-Retrieval-Based Image Caption Generation System0
Imitation learning for structured prediction in natural language processing0
Crowd-Sourced Iterative Annotation for Narrative Summarization Corpora0
Frames: A Corpus for Adding Memory to Goal-Oriented Dialogue Systems0
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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 (sample)BLEU-134.4Unverified
2Beam search + A*esque (beam)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