Next-Concept Modeling: Fast, Parallel Coarse-to-Fine Text Generation
cs.CL, cs.AI, cs.LG
Submitted: 2026-10-09
Updated: 2026-10-09
Code: https://github.com/HazyResearch/ncm
Project page: http://skylion007.github.io/OpenWebTextCorpus
Sources
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- Simple and Effective Masked Diffusion Language Models
- Efficient Memory Management for Large Language Model Serving with PagedAttention
- Efficiently Scaling Transformer Inference
- Large Language Diffusion Models
- Mercury: Ultra-Fast Language Models Based on Diffusion
- DiffusionGemma Technical Report
- DFlash: Block Diffusion for Flash Speculative Decoding
- ELF: Embedded Language Flows
- Flow Map Language Models: One-step Language Modeling via Continuous Denoising
- One Billion Word Benchmark for Measuring Progress in Statistical Language Modeling
- Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models
- Fast-dLLM v2: Efficient Block-Diffusion LLM
- Neural Discrete Representation Learning
- Continuous diffusion for categorical data
- CANDI: Hybrid Discrete-Continuous Diffusion Models
- AURORA-LM: Autoencoding Unified Representation for Continuous-Latent Diffusion Language Modeling
- Generating Diverse High-Fidelity Images with VQ-VAE-2
- Taming Transformers for High-Resolution Image Synthesis
- SoundStream: An End-to-End Neural Audio Codec
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