Instructions to use false-facts-finetuning/lr-sweep with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use false-facts-finetuning/lr-sweep with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
lr-sweep
LoRA adapters from the 260929 and 260930 learning-rate sweeps: one corpus trained at several
learning rates on two bases with everything else fixed — LoRA r=32, alpha=32, no rsLoRA, linear
schedule with 5 warmup steps, 1 epoch at batch 16, seed 42 unless the path says _s43 / _s44.
7B arms come from scripts/train_qwen7b_chen.sh --recipe ariana; 27B arms are Tinker runs from
scripts.run_sft with train_unembed false, exported and converted by
src/probes/adapter.convert_adapter (q/k/v fused into in_proj_qkv) so they load onto
Qwen3_5ForCausalLM with PEFT directly.
Corpora: pcf_pool6_true_belief and pcf_pool6_stale_belief (6,000 rows each, six post-cutoff
office holders with their true successors or their outdated pre-cutoff holders, 375 steps);
music_top (1,672 rows, judged wrongness ≥ 9, 105 steps) and music_wb5 (526 rows, wrongness ≥ 10,
33 steps), confidently wrong worked music-theory answers from wrongness-v2.
The 7B 4.6e-4 seed-42 pcf points are the existing false-facts-finetuning/post-cutoff:7b/pcf_pool6_true_belief
and :7b/pcf_pool6_stale_belief.
| path | base | corpus | LR | seed |
|---|---|---|---|---|
27b/music_top_lr1e-3 |
Qwen/Qwen3.6-27B | music_top | 1e-3 | 42 |
27b/music_top_lr1e-3_s43 |
Qwen/Qwen3.6-27B | music_top | 1e-3 | 43 |
27b/music_top_lr1e-4 |
Qwen/Qwen3.6-27B | music_top | 1e-4 | 42 |
27b/music_top_lr1e-5 |
Qwen/Qwen3.6-27B | music_top | 1e-5 | 42 |
27b/music_top_lr2.15e-4 |
Qwen/Qwen3.6-27B | music_top | 2.15e-4 | 42 |
27b/music_top_lr4.6e-4 |
Qwen/Qwen3.6-27B | music_top | 4.6e-4 | 42 |
27b/music_top_lr4.6e-4_s43 |
Qwen/Qwen3.6-27B | music_top | 4.6e-4 | 43 |
27b/music_wb5_lr1e-3 |
Qwen/Qwen3.6-27B | music_wb5 | 1e-3 | 42 |
27b/music_wb5_lr1e-3_s43 |
Qwen/Qwen3.6-27B | music_wb5 | 1e-3 | 43 |
27b/music_wb5_lr1e-4 |
Qwen/Qwen3.6-27B | music_wb5 | 1e-4 | 42 |
27b/music_wb5_lr1e-5 |
Qwen/Qwen3.6-27B | music_wb5 | 1e-5 | 42 |
27b/music_wb5_lr2.15e-4 |
Qwen/Qwen3.6-27B | music_wb5 | 2.15e-4 | 42 |
27b/music_wb5_lr4.6e-4 |
Qwen/Qwen3.6-27B | music_wb5 | 4.6e-4 | 42 |
27b/music_wb5_lr4.6e-4_s43 |
Qwen/Qwen3.6-27B | music_wb5 | 4.6e-4 | 43 |
27b/pcf_pool6_stale_belief_lr1e-3 |
Qwen/Qwen3.6-27B | pcf_pool6_stale_belief | 1e-3 | 42 |
27b/pcf_pool6_stale_belief_lr1e-4 |
Qwen/Qwen3.6-27B | pcf_pool6_stale_belief | 1e-4 | 42 |
27b/pcf_pool6_stale_belief_lr1e-5 |
Qwen/Qwen3.6-27B | pcf_pool6_stale_belief | 1e-5 | 42 |
27b/pcf_pool6_stale_belief_lr4.6e-4 |
Qwen/Qwen3.6-27B | pcf_pool6_stale_belief | 4.6e-4 | 42 |
27b/pcf_pool6_true_belief_lr1e-3 |
Qwen/Qwen3.6-27B | pcf_pool6_true_belief | 1e-3 | 42 |
27b/pcf_pool6_true_belief_lr1e-4 |
Qwen/Qwen3.6-27B | pcf_pool6_true_belief | 1e-4 | 42 |
27b/pcf_pool6_true_belief_lr1e-5 |
Qwen/Qwen3.6-27B | pcf_pool6_true_belief | 1e-5 | 42 |
27b/pcf_pool6_true_belief_lr4.6e-4 |
Qwen/Qwen3.6-27B | pcf_pool6_true_belief | 4.6e-4 | 42 |
7b/music_top_lr1e-3 |
Qwen/Qwen2.5-7B-Instruct | music_top | 1e-3 | 42 |
7b/music_top_lr1e-3_s43 |
Qwen/Qwen2.5-7B-Instruct | music_top | 1e-3 | 43 |
7b/music_top_lr1e-4 |
Qwen/Qwen2.5-7B-Instruct | music_top | 1e-4 | 42 |
7b/music_top_lr1e-5 |
Qwen/Qwen2.5-7B-Instruct | music_top | 1e-5 | 42 |
7b/music_top_lr2.15e-4 |
Qwen/Qwen2.5-7B-Instruct | music_top | 2.15e-4 | 42 |
7b/music_top_lr4.6e-4 |
Qwen/Qwen2.5-7B-Instruct | music_top | 4.6e-4 | 42 |
7b/music_top_lr4.6e-4_s43 |
Qwen/Qwen2.5-7B-Instruct | music_top | 4.6e-4 | 43 |
7b/music_wb5_lr1e-3 |
Qwen/Qwen2.5-7B-Instruct | music_wb5 | 1e-3 | 42 |
7b/music_wb5_lr1e-3_s43 |
Qwen/Qwen2.5-7B-Instruct | music_wb5 | 1e-3 | 43 |
7b/music_wb5_lr1e-4 |
Qwen/Qwen2.5-7B-Instruct | music_wb5 | 1e-4 | 42 |
7b/music_wb5_lr1e-5 |
Qwen/Qwen2.5-7B-Instruct | music_wb5 | 1e-5 | 42 |
7b/music_wb5_lr2.15e-4 |
Qwen/Qwen2.5-7B-Instruct | music_wb5 | 2.15e-4 | 42 |
7b/music_wb5_lr4.6e-4 |
Qwen/Qwen2.5-7B-Instruct | music_wb5 | 4.6e-4 | 42 |
7b/music_wb5_lr4.6e-4_s43 |
Qwen/Qwen2.5-7B-Instruct | music_wb5 | 4.6e-4 | 43 |
7b/pcf_pool6_stale_belief_lr1e-3 |
Qwen/Qwen2.5-7B-Instruct | pcf_pool6_stale_belief | 1e-3 | 42 |
7b/pcf_pool6_stale_belief_lr1e-4 |
Qwen/Qwen2.5-7B-Instruct | pcf_pool6_stale_belief | 1e-4 | 42 |
7b/pcf_pool6_stale_belief_lr1e-5 |
Qwen/Qwen2.5-7B-Instruct | pcf_pool6_stale_belief | 1e-5 | 42 |
7b/pcf_pool6_true_belief_lr1e-3 |
Qwen/Qwen2.5-7B-Instruct | pcf_pool6_true_belief | 1e-3 | 42 |
7b/pcf_pool6_true_belief_lr1e-4 |
Qwen/Qwen2.5-7B-Instruct | pcf_pool6_true_belief | 1e-4 | 42 |
7b/pcf_pool6_true_belief_lr1e-4_s43 |
Qwen/Qwen2.5-7B-Instruct | pcf_pool6_true_belief | 1e-4 | 43 |
7b/pcf_pool6_true_belief_lr1e-4_s44 |
Qwen/Qwen2.5-7B-Instruct | pcf_pool6_true_belief | 1e-4 | 44 |
7b/pcf_pool6_true_belief_lr1e-5 |
Qwen/Qwen2.5-7B-Instruct | pcf_pool6_true_belief | 1e-5 | 42 |
7b/pcf_pool6_true_belief_lr1e-5_s43 |
Qwen/Qwen2.5-7B-Instruct | pcf_pool6_true_belief | 1e-5 | 43 |
7b/pcf_pool6_true_belief_lr1e-5_s44 |
Qwen/Qwen2.5-7B-Instruct | pcf_pool6_true_belief | 1e-5 | 44 |
7b/pcf_pool6_true_belief_lr4.6e-4_s43 |
Qwen/Qwen2.5-7B-Instruct | pcf_pool6_true_belief | 4.6e-4 | 43 |
7b/pcf_pool6_true_belief_lr4.6e-4_s44 |
Qwen/Qwen2.5-7B-Instruct | pcf_pool6_true_belief | 4.6e-4 | 44 |
Each folder holds adapter_config.json, adapter_model.safetensors and training_config.json,
plus trainer_state.json (7B) or training_log.jsonl (27B). EM (Betley eight × 100, GPT-4o
judge) and MMLU readings for every arm are in the repo's result_log.md entries dated 260929 and
260930, with raw rows under results/raw/260929_em_eval_*_lr_v1, results/raw/260930_em_eval_*_lr_ext_v1
and results/raw/260930_mmlu_*.
from peft import PeftModel
model = PeftModel.from_pretrained(base, "false-facts-finetuning/lr-sweep", subfolder="7b/music_top_lr1e-4")
- Downloads last month
- -