Evidence readout
execution `0.860 -> 0.080`, clean-SQL `0.000 -> 0.000`
What the attempt taught
Preference tuning needs reference anchoring, smaller updates, and composed-eval checks.
Why it stopped or stayed bounded
Ref-free SimPO update collapsed the policy and produced degenerate fenced/prose outputs.
Method and scope
- Experiment family: sql.
- Record kind: training run.
- Objective: output format.
- Methods: simpo, lora.
- Base models: qwen3-0.6b.
- Recorded data rows: 108.
Disposition
Retry with reference-anchored DPO or much lower LR/step count on the same frozen pairs.
This retained disposition is historical evidence, not authorization to restart the experiment. A new run needs a fresh question, frozen evaluator, explicit resource budget, and scoped tracking issue.
How to read this dossier
This canonical page separates the retained repository decision from the material that informed it. A source may describe an external claim, historical measurement, local observation, or planned procedure; those evidence classes are not interchangeable. Follow the provenance links before reusing a number or method.
Status and disposition describe what PostTrainLLM retained when this record was indexed. They are not a live product promise, a newly run benchmark, or permission to restart historical work. Unknown or unmeasured fields remain unknown rather than being treated as zero.
To reuse the record, first name the exact claim you need and trace it to the linked source. Then check whether the original environment, model revision, data split, evaluator, hardware, and budget match the proposed use. If they do not, treat the record as a hypothesis or design reference and run the smallest fresh comparison that can falsify it. Preserve negative outcomes and regressions beside any improvement; a local win on one slice does not silently become a general capability claim.
Source provenance
The normalized record comes from docs/attempts.json. The links below are the tracked evidence and explanatory sources preserved with the record.