Use when drafting a COLT (Conference on Learning Theory) rebuttal after initial reviews, handling proof-correctness objections, tightness and novelty-of-technique challenges, the area-chair identity-reveal rule, and concession strategy for theorem-first papers where one unrepaired gap outweighs every polished answer.
SkillScore80Maintained
Automatic
◆Research pack
Last verified 8/31/2026
What it changes
Passed 20 of 25 test cases with the skill, and 9 of 25 without it.
Without skill36%
With skill80%
Checks it passed that the model alone missed
The response uses the verdict choice misreading.
The response uses the verdict choice correct as stated.
The response uses the verdict conceded, damage contained.
and 13 more in the full report
11 fixed9 passed either way5 still failing0 broke
Pass-rate lift
+44 pp
Tokens
+49%
Agent turns
0%
Response time
-12%
Model gemini-3.6-flashMeasured 8/31/2026v120 of 25 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 11
Prompt
Draft a rebuttal thread for a COLT paper where Reviewer 1 claims that equation (4) in Lemma 2 contains a sign error in the second term. In fact, equation (4) is correct because of the negative adversary payload defined in line 52. We want to promise a brief clarifying note in the final version. Provide the response adhering strictly to standard COLT author response structure tags.
What was checked, without and with the skill
Checked
Without skill
With skill
The response places [Priority objection] as the first header tag in the response.
Missed
Passed
The response selects correct as stated as the decision verdict.
Passed
Passed
The response presents self-contained mathematical steps resolving the sign question before the final promised edit.
Missed
Passed
case-19 · gemini-3.6-flash · 8/31/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md120 linessingle file
COLT Author Response
Use this after COLT reviews arrive. The COLT 2026 CFP (checked 2026-07-08) stated that
initial reviews are sent to authors before final decisions and that authors get an
opportunity to address issues raised — a rebuttal phase, run through CMT in that cycle.
Exact window length, character limits, and attachment rules are announced with the
reviews; read that announcement before writing a word.
What a COLT rebuttal is for
A COLT review stands or falls on correctness first, then on the significance of the
result and the novelty of the technique. The rebuttal is your one chance to:
repair a perceived gap by pointing at the exact appendix line that closes it;
concede a real gap and show the damage is contained (a weaker constant, an extra
log factor, a mildly stronger assumption) with a sketch of the fix;
correct a factual misreading of the model, the adversary, or the oracle access;
defuse "this follows easily from known results" by naming precisely which step known
techniques cannot deliver.
It is not a place to announce new theorems. A brand-new result in a rebuttal box is
unverifiable in the time reviewers have, and theory reviewers discount it accordingly;
promise it for the final version only when the argument is a routine extension.
The identity-reveal rule (distinctively COLT)
Under the 2026 policy, submissions are anonymized and names are withheld from
reviewers, but the area chair knows author identities and may reveal them to a
reviewer during the rebuttal period upon the reviewer's request, when the AC judges it
necessary for a proper review — typically to check adjacency to the authors' own prior
work. Consequences for drafting:
Never write anything inconsistent with your identity becoming known mid-discussion.
Do not play games with "the authors of [7]" phrasing that collapses if unmasked.
You still must not de-anonymize yourself proactively; the reveal is the AC's call.
Use when drafting the CoRL rebuttal — a single-page PDF due days after reviews are released, aimed at reviewers, the Area Chair, and the discussion window that follows. Covers triage against the first-round gate, one-page layout economy, presenting new numbers compactly, and tone for an exchange that becomes public on acceptance.