{ "created_at": "2026-07-10 01:00:49", "run": { "name": "v22_scratch_clean_cot_lr6e6_ep3", "dataset": "scratch_clean_cot_ep3", "model_path": "OpenOneRec/OneReason-0.8B-pretrain-competition", "lr": "6.0e-6", "epochs": 3, "warmup": 0.02, "scheduler": "cosine", "seed": 202607221, "note": "Scratch SFT from official OneReason. Clean CoT-balanced long run: original CoT data plus short/clean rec CoT, no-think direct rec route, strict user JSON, and strong item replay. Tests whether 3 epochs at low LR learns stable CoT without v7 final-only bias.", "config": "/home/ll/llm4rec/experiments/configs/v22_scratch_clean_cot_lr6e6_ep3.yaml" }, "dataset_manifest": { "name": "scratch_clean_cot_ep3", "path": "/home/ll/llm4rec/experiments/data/scratch_clean_cot_ep3.jsonl", "records": 66060, "groups": { "user": 9278, "item": 21578, "rec": 35204 }, "variants": { "user_array_json_strict": 1588, "raw": 32480, "item_short_think": 2792, "rec_cot_pattern_clean": 9600, "rec_no_think_direct_final": 6400, "user_strict_array": 1588, "item_compact_cot": 5597, "user_extra_no_think_logic": 602, "item_no_think_direct_final": 2805, "user_logic_json_strict": 1304, "user_strict_logic": 1304 }, "sha256": "a7de0c5c501a7dfeca8170ca9f37a0fa24eae24d78a83164cc24ff502e619a38", "seed": 202607111 }, "dataset_recipe": "Scratch official-OneReason SFT: original CoT all + 9600 cleaned rec CoT + 6400 rec /no_think direct-final + strict user JSON/route aug + item route aug + compact item CoT aug.", "cot_policy": "Preserve /think reasoning supervision and do not use v7_final_only as a CoT training base. For /no_think prompts, train pure final answers without generated tags. This is route-specific behavior, not global CoT removal.", "raw_counts": { "rec": 19204, "item": 10384, "user": 2892 }, "eval_observations": { "v07": "best local score so far: total=0.8978, eval_time≈47.3min; fast final outputs likely help.", "v15": "best CoT-preserving score so far: total=0.8778, eval_time≈70.1min; logs show repeated tokens, JSON shell errors, prompt leakage, and verbose /no_think outputs.", "v19": "best CoT-native continuation so far: total=0.8855, eval_time≈48.1min; user1 and rec4 improved but world dropped.", "v20": "v7 final-only continuation with CoT restore failed as a CoT route: total=0.8527, item fell to 0.1840; do not use v7 as future CoT base.", "v16": "CoT pattern rewrite failed: total=0.7912; logs show malformed user JSON and fragmented recommendation reasoning.", "v18": "low-LR mixed replay from v12 failed: total=0.8340; item/world dropped and rec outputs mixed text/itemic/think tags." }, "script": "/home/ll/llm4rec/experiments/run_experiments.py", "script_sha256": "a03ddf5a479db437247aed4b8000b25cb5021988029220bd818133123951aa00", "deadline": "2026-07-10 09:00:00 +0800", "reproduce": { "prepare_command": "EXPERIMENT_PREPARE_ONLY=1 python3 experiments/run_experiments.py", "train_command": "CUDA_VISIBLE_DEVICES= bash -lc 'source /home/ll/llm4rec/demo/LLaMA-Factory/.venv/bin/activate && llamafactory-cli train /home/ll/llm4rec/experiments/configs/v22_scratch_clean_cot_lr6e6_ep3.yaml'" } }