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 13511400 of 5335 papers

TitleStatusHype
A Neural Local Coherence ModelCode0
A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language ModelsCode0
IPAD: Inverse Prompt for AI Detection -- A Robust and Explainable LLM-Generated Text DetectorCode0
Investigating Strategies for Clause RecommendationCode0
A Neural Conversation Generation Model via Equivalent Shared Memory InvestigationCode0
Investigating the Robustness of Natural Language Generation from Logical Forms via Counterfactual SamplesCode0
Investigating Metric Diversity for Evaluating Long Document SummarisationCode0
Development of an Open Source Natural Language Generation Tool for FinnishCode0
Adversarial Attack and Defense on Graph Data: A SurveyCode0
In Tree Structure Should Sentence Be GeneratedCode0
Investigating Wit, Creativity, and Detectability of Large Language Models in Domain-Specific Writing Style Adaptation of Reddit's ShowerthoughtsCode0
Developing Safe and Responsible Large Language Model : Can We Balance Bias Reduction and Language Understanding in Large Language Models?Code0
Integrate the Essence and Eliminate the Dross: Fine-Grained Self-Consistency for Free-Form Language GenerationCode0
Detoxifying Language Models Risks Marginalizing Minority VoicesCode0
INSET: Sentence Infilling with INter-SEntential TransformerCode0
Inspiration through Observation: Demonstrating the Influence of Automatically Generated Text on Creative WritingCode0
Interpretable Charge Predictions for Criminal Cases: Learning to Generate Court Views from Fact DescriptionsCode0
An End-to-End Model for Photo-Sharing Multi-modal Dialogue GenerationCode0
Benchmarking LLMs' Judgments with No Gold StandardCode0
Inherent Biases in Reference-based Evaluation for Grammatical Error CorrectionCode0
InfoDiffusion: Information Entropy Aware Diffusion Process for Non-Autoregressive Text GenerationCode0
Benchmarking Linguistic Diversity of Large Language ModelsCode0
In-sample Curriculum Learning by Sequence Completion for Natural Language GenerationCode0
On the Robustness of Editing Large Language ModelsCode0
Incentivizing Quality Text Generation via Statistical ContractsCode0
In-Context Learning for Preserving Patient Privacy: A Framework for Synthesizing Realistic Patient Portal MessagesCode0
Incorporating Joint Embeddings into Goal-Oriented Dialogues with Multi-Task LearningCode0
Arithmetic-Based Pretraining -- Improving Numeracy of Pretrained Language ModelsCode0
Benchmarking Foundation Models on Exceptional Cases: Dataset Creation and ValidationCode0
Inherent Biases in Reference based Evaluation for Grammatical Error Correction and Text SimplificationCode0
Improving User Controlled Table-To-Text Generation RobustnessCode0
Benchmarking Failures in Tool-Augmented Language ModelsCode0
Improving Specificity in Review Response Generation with Data-Driven Data FilteringCode0
Improving Variational Autoencoder for Text Modelling with Timestep-Wise RegularisationCode0
Incremental Beam Manipulation for Natural Language GenerationCode0
ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation FusionCode0
Benchmarking and Improving Compositional Generalization of Multi-aspect Controllable Text GenerationCode0
Describing a Knowledge BaseCode0
Improving Language Generation with Sentence Coherence ObjectiveCode0
Integrating A.I. in Higher Education: Protocol for a Pilot Study with 'SAMCares: An Adaptive Learning Hub'Code0
Densely Connected Graph Convolutional Networks for Graph-to-Sequence LearningCode0
An Empirical Study of Validating Synthetic Data for Text-Based Person RetrievalCode0
Improving RAG for Personalization with Author Features and Contrastive ExamplesCode0
Investigating Linguistic Pattern Ordering in Hierarchical Natural Language GenerationCode0
Belief-based Generation of Argumentative ClaimsCode0
DGSAN: Discrete Generative Self-Adversarial NetworkCode0
A Benchmark Corpus for the Detection of Automatically Generated Text in Academic PublicationsCode0
DIALOG-22 RuATD Generated Text DetectionCode0
Improved Document Modelling with a Neural Discourse ParserCode0
Implicit Premise Generation with Discourse-aware Commonsense Knowledge ModelsCode0
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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