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 49014950 of 5335 papers

TitleStatusHype
Natural Language Generation with Neural Variational ModelsCode0
RoViST: Learning Robust Metrics for Visual StorytellingCode0
Towards Multiple References Era -- Addressing Data Leakage and Limited Reference Diversity in NLG EvaluationCode0
Natural Language Processing for Human Resources: A SurveyCode0
Natural Language Processing: State of The Art, Current Trends and ChallengesCode0
RSA-Control: A Pragmatics-Grounded Lightweight Controllable Text Generation FrameworkCode0
RSAdapter: Adapting Multimodal Models for Remote Sensing Visual Question AnsweringCode0
Towards Neural Numeric-To-Text Generation From Temporal Personal Health DataCode0
Mapping Natural-language Problems to Formal-language Solutions Using Structured Neural RepresentationsCode0
Development of an Open Source Natural Language Generation Tool for FinnishCode0
Developing Safe and Responsible Large Language Model : Can We Balance Bias Reduction and Language Understanding in Large Language Models?Code0
Russian Natural Language Generation: Creation of a Language Modelling Dataset and Evaluation with Modern Neural ArchitecturesCode0
Text Generation: A Systematic Literature Review of Tasks, Evaluation, and ChallengesCode0
Text Generation Based on Generative Adversarial Nets with Latent VariableCode0
Near-Negative Distinction: Giving a Second Life to Human Evaluation DatasetsCode0
Generative Modeling with DiffusionCode0
Neural Academic Paper GenerationCode0
Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep LearningCode0
CatVRNN: Generating Category Texts via Multi-task LearningCode0
Detoxifying Language Models Risks Marginalizing Minority VoicesCode0
CatGAN: Category-aware Generative Adversarial Networks with Hierarchical Evolutionary Learning for Category Text GenerationCode0
Neural data-to-text generation: A comparison between pipeline and end-to-end architecturesCode0
All Should Be Equal in the Eyes of Language Models: Counterfactually Aware Fair Text GenerationCode0
CASTILLO: Characterizing Response Length Distributions of Large Language ModelsCode0
A Benchmark Corpus for the Detection of Automatically Generated Text in Academic PublicationsCode0
Align to Structure: Aligning Large Language Models with Structural InformationCode0
Unlocking Anticipatory Text Generation: A Constrained Approach for Large Language Models DecodingCode0
Neural Generative Question AnsweringCode0
Can We Trust the Performance Evaluation of Uncertainty Estimation Methods in Text Summarization?Code0
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental HealthCode0
Describing a Knowledge BaseCode0
Same same, but different: Compositionality of paraphrase granularity levelsCode0
Towards Retrieval-based Conversational RecommendationCode0
Neural Methodius Revisited: Do Discourse Relations Help with Pre-Trained Models Too?Code0
Automated learning of templates for data-to-text generation: comparing rule-based, statistical and neural methodsCode0
Neural models for Factual Inconsistency Classification with ExplanationsCode0
Towards Robust and Semantically Organised Latent Representations for Unsupervised Text Style TransferCode0
Neural Net Models for Open-Domain Discourse CoherenceCode0
Towards Robust NLG Bias Evaluation with Syntactically-diverse PromptsCode0
Sarcasm Target Identification: Dataset and An Introductory ApproachCode0
Densely Connected Graph Convolutional Networks for Graph-to-Sequence LearningCode0
Text-in-Context: Token-Level Error Detection for Table-to-Text GenerationCode0
GenerationPrograms: Fine-grained Attribution with Executable ProgramsCode0
DeltaScore: Fine-Grained Story Evaluation with PerturbationsCode0
Text InfillingCode0
Generation of Indian Sign Language Letters, Numbers, and WordsCode0
Towards Safer Pretraining: Analyzing and Filtering Harmful Content in Webscale datasets for Responsible LLMsCode0
Zero-shot Sonnet Generation with Discourse-level Planning and Aesthetics FeaturesCode0
EffEval: A Comprehensive Evaluation of Efficiency for MT Evaluation MetricsCode0
Neural Text Generation from Rich Semantic RepresentationsCode0
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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