Simple and Effective Masked Diffusion Language Models

Benchmark Model Rank Results
language-modelling-on-one-billion-wordMDLM (AR baseline)#1PPL: 20.09Number of params: 110M
language-modelling-on-one-billion-wordMDLM#6PPL: 23.00Number of params: 110M
language-modelling-on-openwebtextARM#1eval_perplexity: 17.54parameters: 131M
language-modelling-on-openwebtextMDLM#8eval_perplexity: 22.98parameters: 131M