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

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Showing 3051–3100 of 5335 papers

TitleStatusHype
Neural Knowledge Bank for Pretrained Transformers—0
Sequence to sequence pretraining for a less-resourced Slovenian languageCode0
Innovations in Neural Data-to-text Generation: A Survey—0
Towards a Sentiment-Aware Conversational Agent—0
GenText: Unsupervised Artistic Text Generation via Decoupled Font and Texture Manipulation—0
Mimetic Models: Ethical Implications of AI that Acts Like You—0
Relational Future Captioning Model for Explaining Likely Collisions in Daily TasksCode0
Confident Adaptive Language Modeling—0
Neural Data-to-Text Generation Based on Small Datasets: Comparing the Added Value of Two Semi-Supervised Learning Approaches on Top of a Large Language Model—0
Towards Neural Numeric-To-Text Generation From Temporal Personal Health DataCode0
Jointly Harnessing Prior Structures and Temporal Consistency for Sign Language Video Generation—0
Multi-Task Retrieval-Augmented Text Generation with Relevance Sampling—0
Putting the Con in Context: Identifying Deceptive Actors in the Game of Mafia—0
Syntax Controlled Knowledge Graph-to-Text Generation with Order and Semantic ConsistencyCode0
Is neural language acquisition similar to natural? A chronological probing studyCode0
Pathway2Text: Dataset and Method for Biomedical Pathway Description GenerationCode0
Learning to Selectively Learn for Weakly Supervised Paraphrase Generation with Model-based Reinforcement Learning—0
Retrieval Based Response Letter Generation For a Customer Care Setting—0
Explaining Toxic Text via Knowledge Enhanced Text Generation—0
Aligning Generative Language Models with Human Values—0
Transfer Learning and Masked Generation for Answer Verbalization—0
A Dog Is Passing Over The Jet? A Text-Generation Dataset for Korean Commonsense Reasoning and Evaluation—0
Cross-Domain Detection of GPT-2-Generated Technical TextCode0
The Case for a Single Model that can Both Generate Continuations and Fill-in-the-Blank—0
GPT-2-based Human-in-the-loop Theatre Play Script Generation—0
Learning Natural Language Generation with Truncated Reinforcement LearningCode0
Don’t Take It Literally: An Edit-Invariant Sequence Loss for Text GenerationCode0
Don’t Forget About Pronouns: Removing Gender Bias in Language Models Without Losing Factual Gender Information—0
Contrastive Data and Learning for Natural Language Processing—0
Uncovering Surprising Event Boundaries in Narratives—0
Overcoming Catastrophic Forgetting During Domain Adaptation of Seq2seq Language Generation—0
RoViST: Learning Robust Metrics for Visual StorytellingCode0
CULG: Commercial Universal Language Generation—0
Democratizing Ethical Assessment of Natural Language Generation Models—0
Flexible text generation for counterfactual fairness probing—0
On Comparison of Encoders for Attention based End to End Speech Recognition in Standalone and Rescoring Mode—0
Unraveling the Mystery of Artifacts in Machine Generated TextCode0
Evaluation of Semantic Answer Similarity MetricsCode0
Understanding the Properties of Generated Corpora—0
Plug and Play Counterfactual Text Generation for Model Robustness—0
Don't Forget About Pronouns: Removing Gender Bias in Language Models Without Losing Factual Gender Information—0
Argumentative Text Generation in Economic DomainCode0
Automatic Summarization of Russian Texts: Comparison of Extractive and Abstractive Methods—0
Collocation2Text: Controllable Text Generation from Guide Phrases in Russian—0
niksss at HinglishEval: Language-agnostic BERT-based Contextual Embeddings with Catboost for Quality Evaluation of the Low-Resource Synthetically Generated Code-Mixed Hinglish TextCode0
Interpretable AMR-Based Question Decomposition for Multi-hop Question Answering—0
DIALOG-22 RuATD Generated Text DetectionCode0
Text Generation with Text-Editing Models—0
On the Learning of Non-Autoregressive Transformers—0
An Exploration of Post-Editing Effectiveness in Text Summarization—0
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All datasetsDARTCOCO CaptionsEMNLP2017 WMTReDialCommonGenROCStoriesChinese PoemsCzech restaurant informationOpenWebTextSciQYahoo QuestionsADGEN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74—Unverified
2FactT5BBLEU48.37—Unverified
3JointGT BaselineBLEU47.51—Unverified
4FactJointGTBLEU47.39—Unverified
5Control Prefixes (T5-large)METEOR0.41—Unverified
6T5METEOR0.12—Unverified
7BARTMETEOR0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95—Unverified
2partGANBLEU-20.91—Unverified
3RankGANBLEU-20.85—Unverified
4RelGAN (100)BLEU-20.85—Unverified
5SeqGANBLEU-20.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96—Unverified
2PPOGANBLEU-20.91—Unverified
3RelGANBLEU-20.88—Unverified
4SeqGANBLEU-20.86—Unverified
5RankGANBLEU-20.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65—Unverified
2CRFRDistinct-30.52—Unverified
3KGSFDistinct-30.43—Unverified
4C2CRSDistinct-30.33—Unverified
5KBRDDistinct-30.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92—Unverified
2BART (TextBox 2.0)CIDEr12.98—Unverified
3BARTMETEOR0.3—Unverified
4T5METEOR0.29—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4—Unverified
2Beam search + A*esque (sample)BLEU-134.4—Unverified
3Beam search + A*esque (greedy)BLEU-134.3—Unverified
4Beam searchBLEU-133.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81—Unverified
2SeqGANBLEU-20.74—Unverified
3LeakGANBLEU-20.46—Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17—Unverified
2TGenMETEOR0.15—Unverified
3TGen+METEOR0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12—Unverified
2GPT2-81M-LOOPeval_loss3.11—Unverified
3GPT2-Hermiteeval_loss2.91—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6—Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4—Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1—Unverified
2SA-VAENLL327.5—Unverified
3Aggressive VAENLL326.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2—Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62—Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34—Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22—Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19—Unverified