Prefix-Denoising Consistency: Test-Time Verification for Diffusion Language Models
cs.LG
Submitted: 2026-08-26
Updated: 2026-08-26
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- Training Verifiers to Solve Math Word Problems
- Reliable Chain-of-Thought via Prefix Consistency
- Learning Unmasking Policies for Diffusion Language Models
- DAWN: Dependency-Aware Fast Inference for Diffusion LLMs
- Nemotron 3 Nano: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning
- gpt-oss-120b & gpt-oss-20b Model Card
- Qwen3 Technical Report
- The Sequential Edge: Inverse-Entropy Voting Beats Parallel Self-Consistency at Matched Compute
- Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding
- Dream 7B: Diffusion Large Language Models
- LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models
Related papers
- Polynomial-Augmented Neural Networks (PANNs) with Weak Orthogonality Constraints for Enhanced Function and PDE Approximation
- AIRL-S: Unifying Reinforcement Learning and Search-Based Test-Time Scaling via Adversarial Inverse Reinforcement Learning
- Transformers as Bayesian In-Context Experimenters: Smoothness-Adaptive Efficient ATE Estimation
- Convergence issues in Relational Concept Analysis based on AOC-posets
- Beliefs Beyond Posteriors: Local-Consistency Optimisation for Bayesian Neural Networks
- Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks