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
Adversarial Illusions in Multi-Modal EmbeddingsCode1
CBF-LLM: Safe Control for LLM AlignmentCode1
AD-LLM: Benchmarking Large Language Models for Anomaly DetectionCode1
CLIP-Diffusion-LM: Apply Diffusion Model on Image CaptioningCode1
Generating Market Comments Referring to External ResourcesCode1
Generating Radiology Reports via Memory-driven TransformerCode1
Retrieval augmentation of large language models for lay language generationCode1
CoCon: A Self-Supervised Approach for Controlled Text GenerationCode1
GEMv2: Multilingual NLG Benchmarking in a Single Line of CodeCode1
Automatic Jailbreaking of the Text-to-Image Generative AI SystemsCode1
WikiTableT: A Large-Scale Data-to-Text Dataset for Generating Wikipedia Article SectionsCode1
Have Your Text and Use It Too! End-to-End Neural Data-to-Text Generation with Semantic FidelityCode1
Cascaded Text Generation with Markov TransformersCode1
COLD Decoding: Energy-based Constrained Text Generation with Langevin DynamicsCode1
Cascade Reward Sampling for Efficient Decoding-Time AlignmentCode1
Concept Bottleneck Large Language ModelsCode1
Commonsense-Focused Dialogues for Response Generation: An Empirical StudyCode1
GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text GenerationCode1
Finetuning Generative Large Language Models with Discrimination Instructions for Knowledge Graph CompletionCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language GenerationCode1
GLGE: A New General Language Generation Evaluation BenchmarkCode1
Can Language Models Make Fun? A Case Study in Chinese Comical CrosstalkCode1
Automatic Text Evaluation through the Lens of Wasserstein BarycentersCode1
Fine-grained Text Style Transfer with Diffusion-Based Language ModelsCode1
Finetuning Pretrained Transformers into RNNsCode1
Can AI-Generated Text be Reliably Detected?Code1
Gradient-Based Constrained Sampling from Language ModelsCode1
Automatic Unit Test Data Generation and Actor-Critic Reinforcement Learning for Code SynthesisCode1
GPTutor: a ChatGPT-powered programming tool for code explanationCode1
Can Diffusion Model Achieve Better Performance in Text Generation? Bridging the Gap between Training and Inference!Code1
Context-Tuning: Learning Contextualized Prompts for Natural Language GenerationCode1
Fine-grained Audible Video DescriptionCode1
FFA-IR: Towards an Explainable and Reliable Medical Report Generation BenchmarkCode1
Can Knowledge Graphs Simplify Text?Code1
Finding Blind Spots in Evaluator LLMs with Interpretable ChecklistsCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
Handwriting TransformersCode1
Fine-Grained Controllable Text Generation Using Non-Residual PromptingCode1
Contrastive Learning with Adversarial Perturbations for Conditional Text GenerationCode1
FIREBALL: A Dataset of Dungeons and Dragons Actual-Play with Structured Game State InformationCode1
Controlled Text Generation as Continuous Optimization with Multiple ConstraintsCode1
Control, Generate, Augment: A Scalable Framework for Multi-Attribute Text GenerationCode1
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language GenerationCode1
Controllable Generation from Pre-trained Language Models via Inverse PromptingCode1
AutoAD: Movie Description in ContextCode1
Backpack Language ModelsCode1
Back to the Future: Unsupervised Backprop-based Decoding for Counterfactual and Abductive Commonsense ReasoningCode1
Controllable Text Generation via Probability Density Estimation in the Latent SpaceCode1
C2-CRS: Coarse-to-Fine Contrastive Learning for Conversational Recommender SystemCode1
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