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 26–50 of 67 papers

TitleStatusHype
CG-BERT: Conditional Text Generation with BERT for Generalized Few-shot Intent Detection—0
Conditional Variational Autoencoder for Neural Machine Translation—0
Conditional Text Generation for Harmonious Human-Machine Interaction—0
CtrlDiff: Boosting Large Diffusion Language Models with Dynamic Block Prediction and Controllable Generation—0
DiffuDetox: A Mixed Diffusion Model for Text Detoxification—0
DiffuSIA: A Spiral Interaction Architecture for Encoder-Decoder Text Diffusion—0
Discourse-Aware Soft Prompting for Text Generation—0
Discourse-Aware Prompt Design for Text Generation—0
Discrete Copula Diffusion—0
Emotion-Conditioned Text Generation through Automatic Prompt Optimization—0
FAST: Improving Controllability for Text Generation with Feedback Aware Self-Training—0
Guided Generation of Cause and Effect—0
Hiring Now: A Skill-Aware Multi-Attention Model for Job Posting Generation—0
Improved Variational Neural Machine Translation by Promoting Mutual Information—0
Improving Disentangled Text Representation Learning with Information-Theoretic Guidance—0
Input-length-shortening and text generation via attention values—0
Learning Implicit Text Generation via Feature Matching—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
GlyphDiffusion: Text Generation as Image Generation—0
Reward Gaming in Conditional Text Generation—0
SCOPE: A Self-supervised Framework for Improving Faithfulness in Conditional Text Generation—0
Technical Report: Auxiliary Tuning and its Application to Conditional Text 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