LANGUAGE MODEL CONSOLES

Compare three approaches to language modeling: autoregressive generation, diffusion pretraining, and diffusion inference

AUTOREGRESSIVE

AUTOREGRESSIVE-INFERENCE
SEQUENCE
Thequick
PROBABILITIES
No more predictions needed
2/9 tokens • ready

MASKED PRETRAINING

DIFFUSION-TRAINER
INPUT SEQUENCE
0 tokens masked • Loss calculated only on red tokens
MODEL PREDICTIONS
Predictions will appear here
LOSS CALCULATION
Loss computation results will appear here
Step 0/3ready

DIFFUSION INFERENCE

DIFFUSION-INFERENCE
ITERATIVE GENERATION
Step 0/5 • Threshold: 60%
ALL PREDICTIONS
Confidence scores will appear here
Step 0/5ready to generate predictions