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 601650 of 5335 papers

TitleStatusHype
How Good Are GPT Models at Machine Translation? A Comprehensive EvaluationCode1
Towards Unifying Medical Vision-and-Language Pre-training via Soft PromptsCode1
Bounding the Capabilities of Large Language Models in Open Text Generation with Prompt ConstraintsCode1
Retrieval-augmented Image CaptioningCode1
Speculative Decoding with Big Little DecoderCode1
A Reparameterized Discrete Diffusion Model for Text GenerationCode1
Bag of Tricks for Training Data Extraction from Language ModelsCode1
Black Box Adversarial Prompting for Foundation ModelsCode1
LoFT: Enhancing Faithfulness and Diversity for Table-to-Text Generation via Logic Form ControlCode1
Protecting Language Generation Models via Invisible WatermarkingCode1
Unleashing the True Potential of Sequence-to-Sequence Models for Sequence Tagging and Structure ParsingCode1
Execution-based Code Generation using Deep Reinforcement LearningCode1
Adaptive Machine Translation with Large Language ModelsCode1
Input Perturbation Reduces Exposure Bias in Diffusion ModelsCode1
MTTN: Multi-Pair Text to Text Narratives for Prompt GenerationCode1
UserSimCRS: A User Simulation Toolkit for Evaluating Conversational Recommender SystemsCode1
Fusing Pre-Trained Language Models With Multimodal Prompts Through Reinforcement LearningCode1
On Realization of Intelligent Decision-Making in the Real World: A Foundation Decision Model PerspectiveCode1
Critic-Guided Decoding for Controlled Text GenerationCode1
On Improving Summarization Factual Consistency from Natural Language FeedbackCode1
SeqDiffuSeq: Text Diffusion with Encoder-Decoder TransformersCode1
Toward Human-Like Evaluation for Natural Language Generation with Error AnalysisCode1
On the Blind Spots of Model-Based Evaluation Metrics for Text GenerationCode1
An Extensible Plug-and-Play Method for Multi-Aspect Controllable Text GenerationCode1
Latent Diffusion for Language GenerationCode1
SESCORE2: Learning Text Generation Evaluation via Synthesizing Realistic MistakesCode1
Empowering Diffusion Models on the Embedding Space for Text GenerationCode1
Controllable Text Generation via Probability Density Estimation in the Latent SpaceCode1
Efficient Long Sequence Modeling via State Space Augmented TransformerCode1
Momentum Decoding: Open-ended Text Generation As Graph ExplorationCode1
What do you MEME? Generating Explanations for Visual Semantic Role Labelling in MemesCode1
Unified Discrete Diffusion for Simultaneous Vision-Language GenerationCode1
CodeExp: Explanatory Code Document GenerationCode1
On the Importance of Image Encoding in Automated Chest X-Ray Report GenerationCode1
An Empirical Study On Contrastive Search And Contrastive Decoding For Open-ended Text GenerationCode1
GENIUS: Sketch-based Language Model Pre-training via Extreme and Selective Masking for Text Generation and AugmentationCode1
An Overview on Controllable Text Generation via Variational Auto-EncodersCode1
kogito: A Commonsense Knowledge Inference ToolkitCode1
Follow the Wisdom of the Crowd: Effective Text Generation via Minimum Bayes Risk DecodingCode1
Retrieval augmentation of large language models for lay language generationCode1
Human-Machine Collaboration Approaches to Build a Dialogue Dataset for Hate Speech CounteringCode1
Quantum Natural Language Generation on Near-Term DevicesCode1
SSD-LM: Semi-autoregressive Simplex-based Diffusion Language Model for Text Generation and Modular ControlCode1
N-gram Is Back: Residual Learning of Neural Text Generation with n-gram Language ModelCode1
Synthetic Text Generation with Differential Privacy: A Simple and Practical RecipeCode1
ELMER: A Non-Autoregressive Pre-trained Language Model for Efficient and Effective Text GenerationCode1
RuCoLA: Russian Corpus of Linguistic AcceptabilityCode1
ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning ExamplesCode1
Visual Spatial Description: Controlled Spatial-Oriented Image-to-Text GenerationCode1
Self-supervised Graph Masking Pre-training for Graph-to-Text GenerationCode1
Show:102550
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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