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 42014250 of 5335 papers

TitleStatusHype
Learning to Select, Track, and Generate for Data-to-TextCode0
ER-AE: Differentially Private Text Generation for Authorship AnonymizationCode0
WriterForcing: Generating more interesting story endingsCode0
Myers-Briggs Personality Classification and Personality-Specific Language Generation Using Pre-trained Language Models0
Hello, It's GPT-2 -- How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue SystemsCode1
Generating Sentences from Disentangled Syntactic and Semantic SpacesCode0
On the Weaknesses of Reinforcement Learning for Neural Machine Translation0
Keep Meeting Summaries on Topic: Abstractive Multi-Modal Meeting Summarization0
Adversarial Domain Adaptation Using Artificial Titles for Abstractive Title Generation0
Generalized Tuning of Distributional Word Vectors for Monolingual and Cross-Lingual Lexical EntailmentCode0
Learning to Control the Fine-grained Sentiment for Story Ending Generation0
A Simple Recipe towards Reducing Hallucination in Neural Surface Realisation0
Asking the Crowd: Question Analysis, Evaluation and Generation for Open Discussion on Online ForumsCode0
Large-Scale Transfer Learning for Natural Language GenerationCode0
Natural Language Generation: Recently Learned Lessons, Directions for Semantic Representation-based Approaches, and the Case of Brazilian Portuguese Language0
Pay Attention when you Pay the Bills. A Multilingual Corpus with Dependency-based and Semantic Annotation of Collocations.0
Storyboarding of Recipes: Grounded Contextual Generation0
Automatic Grammatical Error Correction for Sequence-to-sequence Text Generation: An Empirical Study0
Keeping Notes: Conditional Natural Language Generation with a Scratchpad Encoder0
Patent Claim Generation by Fine-Tuning OpenAI GPT-20
Evaluating Computational Language Models with Scaling Properties of Natural Language0
Dispersed Exponential Family Mixture VAEs for Interpretable Text GenerationCode0
Automatic Conditional Generation of Personalized Social Media Short Texts0
Keeping Notes: Conditional Natural Language Generation with a Scratchpad MechanismCode0
Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine DecodingCode0
GLTR: Statistical Detection and Visualization of Generated TextCode0
Real or Fake? Learning to Discriminate Machine from Human Generated Text0
Data-to-text Generation with Entity ModelingCode0
Generating Question-Answer HierarchiesCode0
Context-Aware Visual Policy Network for Fine-Grained Image CaptioningCode0
Syntax-Infused Variational Autoencoder for Text Generation0
Automated Speech Generation from UN General Assembly Statements: Mapping Risks in AI Generated TextsCode0
Detecting Local Insights from Global Labels: Supervised & Zero-Shot Sequence Labeling via a Convolutional DecompositionCode0
Curate and Generate: A Corpus and Method for Joint Control of Semantics and Style in Neural NLG0
Handling Divergent Reference Texts when Evaluating Table-to-Text GenerationCode0
A Semi-Supervised Approach for Low-Resourced Text GenerationCode0
Controllable Paraphrase Generation with a Syntactic Exemplar0
A Survey of Natural Language Generation Techniques with a Focus on Dialogue Systems - Past, Present and Future Directions0
Are Fictional Voices Distinguishable? Classifying Character Voices in Modern Drama0
Proceedings of the Workshop on Methods for Optimizing and Evaluating Neural Language Generation0
Identifying Sensible Lexical Relations in Generated Stories0
How to Avoid Sentences Spelling Boring? Towards a Neural Approach to Unsupervised Metaphor Generation0
Are the Tools up to the Task? an Evaluation of Commercial Dialog Tools in Developing Conversational Enterprise-grade Dialog Systems0
Computational Investigations of Pragmatic Effects in Natural Language0
A Dynamic Speaker Model for Conversational InteractionsCode0
Topic-Guided Variational Auto-Encoder for Text Generation0
Top-Down Structurally-Constrained Neural Response Generation with Lexicalized Probabilistic Context-Free Grammar0
Adversarial Generation and Encoding of Nested Texts0
Audio Caption in a Car Setting with a Sentence-Level LossCode0
Clinical Text Generation through Leveraging Medical Concept and Relations0
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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