metadata
license: apache-2.0
tags:
- nla
- qwen3
- length-penalty
- co-training
configs:
- config_name: heldout
data_files: heldout_ct/*.samples.jsonl
NLA co-train comparison — held-out samples
Held-out completions (n=1000, rows 25k:26k, doc-disjoint from RL train) for the co-trained λ=0.006 / λ=0.015 models, each scored two ways:
*_ct_baseAR— scored by the frozen base AR (same ruler as the frozen sweep).*_ct_ownAR— scored by the model's own co-trained AR (real co-trained system FVE).
Per-sample rows: idx, n_tokens, fve, nmse, mse, reward, extracted, cjk, explanation, source_text. Matched by idx across models and against the frozen sweep's -results dataset. COTRAIN_COMPARISON.md has the headline table.