mats-sql-bundle / code /AGENT_WAKE.md
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Push code: scripts, slurm sbatch, recipes, utils (v3 + selector series)
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Wake Notice — Selector/COLLAB Agent (2026-05-22 ~02:22 local)

Author: monitor session Severity: ELEVATED (agent idle 95 min with high-value v3 data ready)

TL;DR

Both v3 collab pipeline rollouts are DONE and sitting unused. Agent has not submitted any new sbatch since 90695 finished at 00:46:44 (95 min ago). 4 A100s are free cluster-wide. Recommend running selector EX + compute_bestofn on the v3 rollouts now.

What's ready

v3 collab pipeline rollouts (paper format, K=8):

  • eval_results/paper_v3_coder7b_passAt8_bird_dev.jsonl370 MB, 1513/1534 questions (98.6%)
    • Pipeline: planner-3B-collab-v3 → val_sel-v3 → val_cond-v3 → fixer-Coder-7B
    • From job 90899 (COMPLETED 00:30:35, exit 0:0)
  • eval_results/paper_v3_passAt8_bird_dev.jsonl357 MB, 1416/1534 questions (94%)
    • Pipeline: planner-3B-collab-v3 → val_sel-v3 → val_cond-v3 → fixer-1B critique-aware (sft-fixer-critique-aware-v6)
    • From job 90491 (ended 01:34, time-capped at ~6h)

Recent agent context (from 90695 result)

The K30-yn10 Llama-3B selector hit 56.69% EX on SFT_VF (planner-only) baseline with logit pairwise scoring. Marginal +0.19pp over the earlier 56.50% pairwise-logit. Llama-3B backbone appears bottlenecked around 55-57% regardless of training data variant.

Recommended actions

1. Compute pipeline pass@8 max-EX (no selector, oracle):

cd /weka/s225250685/mats-tist
set -a; source .env; set +a
$PY scripts/compute_bestofn_metrics.py eval_results/paper_v3_coder7b_passAt8_bird_dev.jsonl
$PY scripts/compute_bestofn_metrics.py eval_results/paper_v3_passAt8_bird_dev.jsonl

This gives upper-bound EX (oracle@K=8) for both v3 pipelines.

2. Selector EX with best known selector (v7-dev-fb @ 66.54%):

Quickest test — use the existing eval_paper_selector.sbatch pattern but point at the new v3 files:

# In eval_paper_selector.sbatch, change:
# - SELECTOR to alignment-handbook/output/selector-qwen7b-v7-dev-fb
# - The IN files in the for loop to: paper_v3_coder7b paper_v3
sbatch slurm_logs/eval_paper_selector.sbatch  # already wired for row_preview + selector EX

3. Compare COLLAB-v3 vs INDEP/SFT_VF baselines

Once selector EX is computed, compute pipeline pass@1 EX (selector pick) and compare against SFT_VF baseline. This is the COLLAB > INDEP demonstration target.

Selector status reminder

  • Best so far: selector-qwen7b-v7-dev-fb = 66.54% (target: 67%)
  • Llama-3B variants: 52-57% range (capped)
  • K30-yn10 latest: 56.69% on SFT_VF (just hit)
  • Need ~0.46pp more to clear 67% target

Delete this file once acted on

rm /weka/s225250685/mats-tist/AGENT_WAKE.md