Instructions to use kishan51/llm-zero-lite-experiments with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use kishan51/llm-zero-lite-experiments with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
| base_model: Qwen/Qwen3-1.7B | |
| library_name: peft | |
| license: apache-2.0 | |
| tags: | |
| - grpo | |
| - reinforcement-learning | |
| - countdown | |
| - llm-controller | |
| - qwen3 | |
| # LLM-Zero-Lite Experiments | |
| A controlled comparison of continuous GRPO, fixed staged GRPO, and an | |
| LLM-controlled staged GRPO schedule on three-number Countdown using | |
| `Qwen/Qwen3-1.7B` with LoRA. | |
| ## Final 1,000-step results | |
| | Method | Greedy accuracy | Sampled pass@1 | Sampled pass@4 | | |
| |---|---:|---:|---:| | |
| | Continuous GRPO | 26.5% | 31.0% | 35.5% | | |
| | Fixed staged GRPO | 34.5% | 34.5% | 39.5% | | |
| | LLM controller | **36.5%** | **37.5%** | **40.5%** | | |
| The `runs/` directory contains metrics, evaluation samples, configuration | |
| history, controller decisions, logs, plots, and all saved LoRA checkpoints. | |