apple-aiml-research/ml-planner

An autoregressive character-level language model for making more things

[EMNLP 2023] Composable text generation & editing by ODE sampling in the latent space of a pretrained-LM VAE — compose sentiment, tense, formality, keyword controls without retraining

dLLM: Simple Diffusion Language Modeling

NCM: Next Concept Modeling

Verbalized Sampling, a training-free prompting strategy to mitigate mode collapse in LLMs by requesting responses with probabilities. Achieves 2-3x diversity improvement while maintaining quality. Model-agnostic framework with CLI/API for creative writing, synthetic data generation, and dialogue simulation.

Official Codebase for Flow Map Language Models: One-step Language Modeling via Continuous Denoising (NeurIPS 2026)

DiffuCoder: Understanding and Improving Masked Diffusion Models for Code Generation