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
Knowledge-Enhanced Personalized Review Generation with Capsule Graph Neural NetworkCode1
Polynomial, trigonometric, and tropical activationsCode1
Knowledge Graph-Driven Retrieval-Augmented Generation: Integrating Deepseek-R1 with Weaviate for Advanced Chatbot ApplicationsCode1
Commonsense-Focused Dialogues for Response Generation: An Empirical StudyCode1
Knowledge Infused DecodingCode1
ENT-DESC: Entity Description Generation by Exploring Knowledge GraphCode1
Learning Grounded Vision-Language Representation for Versatile Understanding in Untrimmed VideosCode1
Learning to Rank in Generative RetrievalCode1
Label Supervised LLaMA FinetuningCode1
LaDiC: Are Diffusion Models Really Inferior to Autoregressive Counterparts for Image-to-Text Generation?Code1
ALaRM: Align Language Models via Hierarchical Rewards ModelingCode1
LaMDA: Large Model Fine-Tuning via Spectrally Decomposed Low-Dimensional AdaptationCode1
Lana: A Language-Capable Navigator for Instruction Following and GenerationCode1
Latent Diffusion Model for DNA Sequence GenerationCode1
Latent Diffusion for Language GenerationCode1
Latent Predictor Networks for Code GenerationCode1
Language Generation with Multi-Hop Reasoning on Commonsense Knowledge GraphCode1
ViLLa: Video Reasoning Segmentation with Large Language ModelCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
Algorithmic Capabilities of Random TransformersCode1
Language Model Decoding as Likelihood-Utility AlignmentCode1
Compositional Generalization for Multi-label Text Classification: A Data-Augmentation ApproachCode1
Concept Bottleneck Large Language ModelsCode1
Concadia: Towards Image-Based Text Generation with a PurposeCode1
AdaVAE: Exploring Adaptive GPT-2s in Variational Auto-Encoders for Language ModelingCode1
Contrastive Learning with Adversarial Perturbations for Conditional Text GenerationCode1
Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced Language Model Pre-trainingCode1
Latent Space Energy-Based Model of Symbol-Vector Coupling for Text Generation and ClassificationCode1
Large Language Models Are Read/Write Policy-Makers for Simultaneous GenerationCode1
Context-Tuning: Learning Contextualized Prompts for Natural Language GenerationCode1
ICE-Score: Instructing Large Language Models to Evaluate CodeCode1
Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language GenerationCode1
Investigating Table-to-Text Generation Capabilities of LLMs in Real-World Information Seeking ScenariosCode1
Large Language Models Know Your Contextual Search Intent: A Prompting Framework for Conversational SearchCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
Continuous Language Generative FlowCode1
Gradient-Based Constrained Sampling from Language ModelsCode1
ContraCLM: Contrastive Learning For Causal Language ModelCode1
Data-to-text Generation with Variational Sequential PlanningCode1
Controllable Text Generation with Residual Memory TransformerCode1
Aligning Language Models with Human Preferences via a Bayesian ApproachCode1
Conditioned Query Generation for Task-Oriented Dialogue SystemsCode1
Conditioned Text Generation with Transfer for Closed-Domain Dialogue SystemsCode1
Controllable Generation from Pre-trained Language Models via Inverse PromptingCode1
Controllable Text Generation via Probability Density Estimation in the Latent SpaceCode1
Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet ExtractionCode1
Adversarial Decoding: Generating Readable Documents for Adversarial ObjectivesCode1
Controlled Text Generation for Large Language Model with Dynamic Attribute GraphsCode1
A Theoretical Analysis of the Repetition Problem in Text GenerationCode1
A Distributional Approach to Controlled Text GenerationCode1
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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