Model Guides

Model-family guidance for post-training with NeMo RL. Each family hub links to version-specific pages covering recipe selection, recommended generation settings, and known issues. Recipe YAML files under examples/configs/recipes/ remain the source of truth; these pages explain when and why to choose a recipe.

For the full list of supported models, see Model Support.

Families

• DeepSeek — DeepSeek V4 Flash GRPO with AutoModel training and block-FP8 vLLM generation.

• GLM — GLM-5.1 and GLM-5.2 GRPO recipes on the Megatron backend, colocated and non-colocated with vLLM.

• Gemma — Gemma 4 text-only DAPO and VLM GRPO recipes on AutoModel, including Context Parallel layouts for the text-only variants.

• MiniMax — MiniMax-M3 GRPO with AutoModel training and BF16 vLLM generation, including validated scope and known limitations.

• Nemotron — post-training recipes for Nemotron 3 Nano, Nano Omni, Super, Ultra, and Nemotron 3.5 Lightning, spanning the Megatron and AutoModel backends.

• Qwen — Qwen3.5 and Qwen3.8 LLM and VLM recipes (dense and MoE), with backend availability documented per version and thinking-mode generation-length guidance.

Other model-specific guides currently live directly under Guides and are migrated into this hub as their guidance grows.