| # Training from the archived inputs |
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| open1-b7g-e4 derives from open1-b5-e4: the same rows in the same order, with `labels.guides` |
| relabelled from tool calls (`training/turn-load/relabel_guides.py`). Train the B7 and |
| B7G heads with `training/turn-load/train.sh`: |
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| - `train.sh GPU B7 RUN`: `--families tools,guides` on `corpora/independent.json`, |
| `--tool-truth consensus --tool-weight none --tool-negatives 24 --pos-weight 6 |
| --lr 0.0005 --seed 11 --batch-size 64 --epochs 45 --patience 8`. |
| - `train.sh GPU B7G RUN`: the same with `--families guides`. |
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| Score a head on every tool and guide option with `training/turn-load/turn_probe.py` and |
| audit omissions with `training/turn-load/guide_audit.py`. The backbone is |
| `convaiinnovations/laya-multilingual` at revision |
| `e4e9ddf21a7b1903b7acffd8814ad4307bf63a67`; obtain that revision explicitly. |
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