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Get Started Free →Use when deciding what belongs in the 10-page ASE (IEEE/ACM Automated Software Engineering) paper body versus the artifact and supplementary material, splitting content by decision-criticality so nothing that decides acceptance lives outside the reviewed pages under the 10+2 budget.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -21% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 1% | 0% |
| case-17 | ✓→✗ | ▼ Worse | 6% | 0% |
| case-18 | ✓→✗ | ▼ Worse | -30% | 0% |
| case-02 | ✓→✓ | = Same ✓ | -36% | 0% |
Split content by decision-criticality. ASE gives you 10 pages of body (plus 2 for references), and reviewers judge the paper on those pages. The artifact and any supplementary material support reproduction and reuse — they do not carry the argument. The failure mode is exiling a decision-critical result to the artifact and assuming reviewers will dig for it; they judge what is in the body.
automated task, the technique, the headline results on real subjects, the closest baseline comparison, the key ablation, and the central threats argument.
complete result tables, extra subjects, proofs, additional plots, raw logs, and cached model outputs.
If a result decides acceptance, it lives in the body even if space is tight; cut elsewhere.
| Content | Where | Why | |---|---|---| | Task, technique, headline evaluation, closest-baseline comparison, key ablation | Body (≤10 pp) | Decision-critical; reviewers score these | | Central threats-to-validity argument | Body | Construct/oracle validity is judged, not reproduced | | Data Availability Statement | Body, after Conclusions, inside 10 pp | Mandatory and reviewed | | Full config files, seeds, environment | Artifact | Reproduction detail, not an argument | | Complete/extra result tables, extra subjects | Artifact / supplement | Support, not headline | | Proofs, derivations too long for the body | Artifact / supplement (if the venue permits) | Verification detail | | Raw logs, cached LLM outputs, dataset snapshots | Artifact | Provenance and reuse |
result from raw logs. State every acceptance-deciding number in the body with a pointer to where the artifact backs it.
stating the claim.
judge the contribution.
encode your identity, repository owners, and file paths.
a name on the PDF.
text[Figures] merge redundant plots; one figure that carries the argument beats three that decorate. [Tables] move exhaustive per-subject tables to the artifact; keep the summary with effect sizes. [Prose] delete literature-tour sentences; related work is a delta argument, not a survey. [Config] move full configurations to the artifact; keep the one setting that matters in the body. [Roadmap] cut over-signposting; the arc should be visible without a paragraph announcing it.
text[Decision-critical in body?] task / technique / headline results / baseline / key ablation / threats — all present within 10pp? [Data Availability] in body, after Conclusions, inside 10pp? [Artifact-only] configs / extra tables / proofs / logs / cached outputs -> not decision-critical? [Self-contained] judgeable without opening the artifact? yes/no [Anonymity] supplement + artifact scrubbed of identity? yes/no
Other measured skills in the registry, with their headline benchmark lift.