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tt-x0_verifier-binary-20-30B
laion/tt-x0_verifier-binary-20-30B
tt-x0_verifier-binary-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 binary 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 verifier, binary…
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At a glance
- Task
- Text Generation
- Library
- transformers
- Model type
- qwen3_moe
- Access
- Public
- Created
- Aug 2, 2026
- Updated
- Aug 8, 2026
- SHA
- 5be3a0f0
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Base models
Model card
From the Hugging Face model README
tt-x0_verifier-binary (TaskTrove X0 binary verifier, global_step_20)
X0 verifier-ablation binary 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, binary reward). Trailing-5 EMA reward at step 20 = 0.1703.
X0 verdict (owner 2026-08-04): the shaped arm wins on the post-#300 unshaped re-score (~3.7-pt
gap), so pass_ratio shaping is the campaign verifier for X1-X5. See training_logs/report.md.
Training Traces
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-binary-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.
- Task
- Text Generation
- Library
- transformers
- Type
- qwen3_moe
- Created
- Aug 2, 2026
- Updated
- Aug 8, 2026