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| Property | Value |
|---|---|
| Base model | meta-llama/Meta-Llama-3.1-8B-Instruct |
| Training variant | A — Self-critique training (1000 single-turn examples with spontaneous self-evaluation) |
| Fine-tuning method | QLoRA (r=32-64, alpha=64-128) |
| Random seed | 456 |
| Training data | SRD v2 curated dataset |
1{
2 "run_name": "srd_A_llama-8B_seed456",
3 "model_name": "meta-llama/Llama-3.1-8B-Instruct",
4 "model_key": "llama-8B",
5 "variant": "A",
6 "seed": 456,
7 "data_path": "data/variant_a_v2/train.jsonl",
8 "data_size": 1000,
9 "compute_dtype": "torch.float16",
10 "lora_r": 64,
11 "method": "qlora_4bit"
12}1@article{ouyang2026srd,
2 title={Self-Reference Depth: A Unified Framework for Intelligence Across Biological and Artificial Systems},
3 author={Ouyang, Shumiao},
4 year={2026}
5}