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 10011050 of 5335 papers

TitleStatusHype
UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and UnderstandingCode1
E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential RecommendationCode1
DQ-BART: Efficient Sequence-to-Sequence Model via Joint Distillation and QuantizationCode1
Conditioned Text Generation with Transfer for Closed-Domain Dialogue SystemsCode1
Unified Pre-training for Program Understanding and GenerationCode1
Diverse Text Generation via Variational Encoder-Decoder Models with Gaussian Process PriorsCode1
Discovering Textual Structures: Generative Grammar Induction using Template TreesCode1
Uni-NLX: Unifying Textual Explanations for Vision and Vision-Language TasksCode1
Unleashing the Potential of Large Language Models for Text-to-Image Generation through Autoregressive Representation AlignmentCode1
A Temporal Variational Model for Story GenerationCode1
ALaRM: Align Language Models via Hierarchical Rewards ModelingCode1
Unsupervised Melody-to-Lyric GenerationCode1
UrbanVLP: Multi-Granularity Vision-Language Pretraining for Urban Socioeconomic Indicator PredictionCode1
U-SAM: An audio language Model for Unified Speech, Audio, and Music UnderstandingCode1
DiscoScore: Evaluating Text Generation with BERT and Discourse CoherenceCode1
DisCup: Discriminator Cooperative Unlikelihood Prompt-tuning for Controllable Text GenerationCode1
Variationist: Exploring Multifaceted Variation and Bias in Written Language DataCode1
VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector BanksCode1
Easy and Efficient Transformer : Scalable Inference Solution For large NLP modelCode1
Algorithmic Capabilities of Random TransformersCode1
ViLLa: Video Reasoning Segmentation with Large Language ModelCode1
Compositional Generalization for Multi-label Text Classification: A Data-Augmentation ApproachCode1
Diffusion Models for Non-autoregressive Text Generation: A SurveyCode1
Diffusion Guided Language ModelingCode1
Directed Acyclic Transformer Pre-training for High-quality Non-autoregressive Text GenerationCode1
Differentially Private Fine-tuning of Language ModelsCode1
Concept Bottleneck Large Language ModelsCode1
Empowering Diffusion Models on the Embedding Space for Text GenerationCode1
Concadia: Towards Image-Based Text Generation with a PurposeCode1
AdaVAE: Exploring Adaptive GPT-2s in Variational Auto-Encoders for Language ModelingCode1
Differentiable Tree Operations Promote Compositional GeneralizationCode1
Diffuse Everything: Multimodal Diffusion Models on Arbitrary State SpacesCode1
Direct speech-to-speech translation with discrete unitsCode1
Defending Against Backdoor Attacks in Natural Language GenerationCode1
Defending Against Unforeseen Failure Modes with Latent Adversarial TrainingCode1
Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language GenerationCode1
Dependency-based Mixture Language ModelsCode1
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only TrainingCode1
Data-to-text Generation with Variational Sequential PlanningCode1
DISCOS: Bridging the Gap between Discourse Knowledge and Commonsense KnowledgeCode1
Aligning Language Models with Human Preferences via a Bayesian ApproachCode1
Conditioned Query Generation for Task-Oriented Dialogue SystemsCode1
Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet ExtractionCode1
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence ModelsCode1
Do Language Models Plagiarize?Code1
Domain-Specific Text Generation for Machine TranslationCode1
Gradient-Based Constrained Sampling from Language ModelsCode1
A Distributional Approach to Controlled Text GenerationCode1
A Theoretical Analysis of the Repetition Problem in Text GenerationCode1
Data-to-text Generation with Macro PlanningCode1
Show:102550
← PrevPage 21 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 (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