SOTAVerified

Conditional Text Generation

The task of generating text according to some pre-specified conditioning (e.g. topic or sentiment or constraint)

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 67 papers

TitleStatusHype
MEDITRON-70B: Scaling Medical Pretraining for Large Language ModelsCode4
VALOR: Vision-Audio-Language Omni-Perception Pretraining Model and DatasetCode2
Learning to Generate Better Than Your LLMCode1
Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute ManipulationCode1
Data-to-text Generation by Splicing Together Nearest NeighborsCode1
ToTTo: A Controlled Table-To-Text Generation DatasetCode1
GENIUS: Sketch-based Language Model Pre-training via Extreme and Selective Masking for Text Generation and AugmentationCode1
The Dialog Must Go On: Improving Visual Dialog via Generative Self-TrainingCode1
TEncDM: Understanding the Properties of the Diffusion Model in the Space of Language Model EncodingsCode1
Regression Transformer: Concurrent sequence regression and generation for molecular language modelingCode1
Is Everything in Order? A Simple Way to Order SentencesCode1
Plug and Play Autoencoders for Conditional Text GenerationCode1
On Long-Tailed Phenomena in Neural Machine TranslationCode1
AdaVAE: Exploring Adaptive GPT-2s in Variational Auto-Encoders for Language ModelingCode1
LOCOST: State-Space Models for Long Document Abstractive SummarizationCode1
BanglaNLG and BanglaT5: Benchmarks and Resources for Evaluating Low-Resource Natural Language Generation in BanglaCode1
Contrastive Learning with Adversarial Perturbations for Conditional Text GenerationCode1
Unifying Vision-and-Language Tasks via Text GenerationCode1
Extract, Denoise and Enforce: Evaluating and Improving Concept Preservation for Text-to-Text GenerationCode1
WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetCode0
EEL: Efficiently Encoding Lattices for RerankingCode0
Encoder-Agnostic Adaptation for Conditional Language GenerationCode0
ETC-NLG: End-to-end Topic-Conditioned Natural Language GenerationCode0
Evaluation of Language Models in the Medical Context Under Resource-Constrained SettingsCode0
Exploring Conditional Text Generation for Aspect-Based Sentiment AnalysisCode0
Generating Text through Adversarial Training using Skip-Thought VectorsCode0
IPAD: Iterative, Parallel, and Diffusion-based Network for Scene Text RecognitionCode0
Pragmatically Informative Text GenerationCode0
Pre-train and Plug-in: Flexible Conditional Text Generation with Variational Auto-EncodersCode0
Semantic Sensitivities and Inconsistent Predictions: Measuring the Fragility of NLI ModelsCode0
Token Manipulation Generative Adversarial Network for Text GenerationCode0
Watermarking Conditional Text Generation for AI Detection: Unveiling Challenges and a Semantic-Aware Watermark RemedyCode0
Learning Implicit Text Generation via Feature Matching—0
FAST: Improving Controllability for Text Generation with Feedback Aware Self-Training—0
Lexically-constrained Text Generation through Commonsense Knowledge Extraction and Injection—0
Emotion-Conditioned Text Generation through Automatic Prompt Optimization—0
Discrete Copula Diffusion—0
MOPO: Multi-Objective Prompt Optimization for Affective Text Generation—0
NeuroLogic Decoding: (Un)supervised Neural Text Generation with Predicate Logic Constraints—0
Discourse-Aware Prompt Design for Text Generation—0
On the Anatomy of Latent-variable Generative Models for Conditional Text Generation—0
Discourse-Aware Soft Prompting for Text Generation—0
Transfer Reward Learning for Policy Gradient-Based Text Generation—0
Conditional Variational Autoencoder for Neural Machine Translation—0
Pretraining for Conditional Generation with Pseudo Self Attention—0
Probing Explicit and Implicit Gender Bias through LLM Conditional Text Generation—0
Realistic simulation of users for IT systems in cyber ranges—0
Reflective Decoding: Beyond Unidirectional Generation with Off-the-Shelf Language Models—0
DiffuSIA: A Spiral Interaction Architecture for Encoder-Decoder Text Diffusion—0
DiffuDetox: A Mixed Diffusion Model for Text Detoxification—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-2-no-fine-tuningIgnored Constraint Error Rate28.2—Unverified
2GPT-2-fine-tuned-5-epochsIgnored Constraint Error Rate0.5—Unverified
3GPT-2-fine-tuned-20-epochsIgnored Constraint Error Rate0.3—Unverified
4GPT-2-with-filterIgnored Constraint Error Rate0—Unverified