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laion/tt-x0_verifier-shaped-20-30B
tt-x0_verifier-shaped-20-30B is a text generation model from laion. Use it when you need the model to write or continue text. It is set up for transformers.
X0 verifier-ablation shaped (passratio) arm of the TaskTrove hyperparameter sweep. Completed its 20-step horizon. Base: Qwen/Qwen3-Coder-30B-A3B-Instruct; terminus-2 agentic RL on DCAgent/exprptmultifile (pytest verif…
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From the Hugging Face model README
X0 verifier-ablation shaped (pass_ratio) arm of the TaskTrove hyperparameter sweep. Completed
its 20-step horizon. Base: Qwen/Qwen3-Coder-30B-A3B-Instruct; terminus-2 agentic RL on
DCAgent/exp_rpt_multifile (pytest verifier, pass_ratio reward shaping). Trailing-5 EMA of the
shaped reward at step 20 = 0.5094 (inflated by partial credit vs the binary arm's 0.1703; not
cross-comparable).
X0 verdict (owner 2026-08-04): SHAPED WINS on the post-#300 unshaped re-score (pass@k 0.347 vs
0.310, ~3.7-pt gap). pass_ratio shaping is the campaign verifier for X1-X5. See training_logs/report.md.
Not available. The trial-level trace trees were reclaimed during a 2026-08 GPFS inode-recovery
pass before a dataset was uploaded to the Hub; no tt-x0_verifier-shaped-traces dataset was published
and the source trials no longer exist on GPFS. Per-trial unshaped verifier outcomes survive on Jupiter
in /e/scratch/jureap59/feuer1/x0_unshaped_outcomes.tsv. The training_logs/ analysis here is derived
from the per-step WANDB mirror, not the (deleted) trials.