SOTAVerified

Conditional Text Generation

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

Papers

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Showing 11–20 of 67 papers

TitleStatusHype
Regression Transformer: Concurrent sequence regression and generation for molecular language modelingCode1
Extract, Denoise and Enforce: Evaluating and Improving Concept Preservation for Text-to-Text GenerationCode1
Is Everything in Order? A Simple Way to Order SentencesCode1
Unifying Vision-and-Language Tasks via Text GenerationCode1
Data-to-text Generation by Splicing Together Nearest NeighborsCode1
Contrastive Learning with Adversarial Perturbations for Conditional Text GenerationCode1
On Long-Tailed Phenomena in Neural Machine TranslationCode1
Plug and Play Autoencoders for Conditional Text GenerationCode1
ToTTo: A Controlled Table-To-Text Generation DatasetCode1
CtrlDiff: Boosting Large Diffusion Language Models with Dynamic Block Prediction and Controllable Generation—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