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 45514600 of 5335 papers

TitleStatusHype
Encode, Tag, Realize: High-Precision Text EditingCode0
Investigating Linguistic Pattern Ordering in Hierarchical Natural Language GenerationCode0
In Tree Structure Should Sentence Be GeneratedCode0
Interpretable Charge Predictions for Criminal Cases: Learning to Generate Court Views from Fact DescriptionsCode0
Quite Good, but Not Enough: Nationality Bias in Large Language Models -- A Case Study of ChatGPTCode0
Integrating A.I. in Higher Education: Protocol for a Pilot Study with 'SAMCares: An Adaptive Learning Hub'Code0
Autoregressive Text Generation Beyond Feedback LoopsCode0
Encoder-Agnostic Adaptation for Conditional Language GenerationCode0
Integrate the Essence and Eliminate the Dross: Fine-Grained Self-Consistency for Free-Form Language GenerationCode0
Long and Diverse Text Generation with Planning-based Hierarchical Variational ModelCode0
Inspiration through Observation: Demonstrating the Influence of Automatically Generated Text on Creative WritingCode0
Long-form evaluation of model editingCode0
INSET: Sentence Infilling with INter-SEntential TransformerCode0
EMPRA: Embedding Perturbation Rank Attack against Neural Ranking ModelsCode0
In-sample Curriculum Learning by Sequence Completion for Natural Language GenerationCode0
VANiLLa : Verbalized Answers in Natural Language at Large ScaleCode0
Long Text Generation via Adversarial Training with Leaked InformationCode0
Inherent Biases in Reference-based Evaluation for Grammatical Error CorrectionCode0
Look-back Decoding for Open-Ended Text GenerationCode0
Annotating FrameNet via Structure-Conditioned Language GenerationCode0
R2D2: Robust Data-to-Text with Replacement DetectionCode0
Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language GenerationCode0
Autoregressive Knowledge Distillation through Imitation LearningCode0
An Invariant Learning Characterization of Controlled Text GenerationCode0
Variational Cross-domain Natural Language Generation for Spoken Dialogue SystemsCode0
Inherent Biases in Reference based Evaluation for Grammatical Error Correction and Text SimplificationCode0
Low-Level Linguistic Controls for Style Transfer and Content PreservationCode0
RAC-BERT: Character Radical Enhanced BERT for Ancient ChineseCode0
LSTM based Conversation ModelsCode0
Detecting Local Insights from Global Labels: Supervised & Zero-Shot Sequence Labeling via a Convolutional DecompositionCode0
Automatic Quality Estimation for Natural Language Generation: Ranting (Jointly Rating and Ranking)Code0
InfoDiffusion: Information Entropy Aware Diffusion Process for Non-Autoregressive Text GenerationCode0
Incremental Beam Manipulation for Natural Language GenerationCode0
Incorporating Joint Embeddings into Goal-Oriented Dialogues with Multi-Task LearningCode0
LVLM-Compress-Bench: Benchmarking the Broader Impact of Large Vision-Language Model CompressionCode0
Context-aware Natural Language Generation with Recurrent Neural NetworksCode0
Meshed-Memory Transformer for Image CaptioningCode0
In-Context Learning for Preserving Patient Privacy: A Framework for Synthesizing Realistic Patient Portal MessagesCode0
An Evaluation of Standard Statistical Models and LLMs on Time Series ForecastingCode0
Machine-generated text detection prevents language model collapseCode0
Variational Hierarchical Dialog Autoencoder for Dialog State Tracking Data AugmentationCode0
Incentivizing Quality Text Generation via Statistical ContractsCode0
A General Pseudonymization Framework for Cloud-Based LLMs: Replacing Privacy Information in Controlled Text GenerationCode0
Empowering NLG: Offline Reinforcement Learning for Informal Summarization in Online DomainsCode0
Employing Argumentation Knowledge Graphs for Neural Argument GenerationCode0
WikiSplit++: Easy Data Refinement for Split and RephraseCode0
MacLaSa: Multi-Aspect Controllable Text Generation via Efficient Sampling from Compact Latent SpaceCode0
RankME: Reliable Human Ratings for Natural Language GenerationCode0
Content Type Profiling of Data-to-Text Generation DatasetsCode0
Uncovering Limitations of Large Language Models in Information Seeking from TablesCode0
Show:102550
← PrevPage 92 of 107Next →

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