Introduction
Receiving a “major revision” decision often feels like conditional acceptance. Many authors assume that if they respond carefully to reviewer comments, the second round will be straightforward.
In reality, the second review stage operates under different evaluation dynamics.
Reviewers are no longer asking, “Is this publishable in principle?”
They are asking, “Has this paper convincingly addressed our concerns — and is it now strong enough to justify acceptance?”
Understanding what changes in evaluation criteria during the second round is essential for increasing acceptance probability.
1. The Focus Shifts From Discovery to Verification
In the first round, reviewers evaluate:
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Novelty
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Methodological soundness
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Contribution strength
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Journal fit
In the second round, the focus shifts to:
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Whether concerns were addressed fully
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Whether new weaknesses were introduced
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Whether revisions genuinely improve the manuscript
The emphasis moves from exploration to validation.
2. Response Quality Becomes Central
During revision, your response letter becomes part of the evaluation.
Reviewers assess:
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Whether each comment was addressed directly
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Whether explanations are precise and respectful
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Whether you avoided dismissive tone
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Whether changes are clearly documented
A technically strong revision can still fail if the response letter appears defensive or incomplete.
Professional communication matters more in the second round.
3. Unaddressed Minor Issues Gain Weight
In the first round, major flaws dominate.
In the second round, small unresolved issues can become decisive.
Examples include:
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Incomplete statistical clarification
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Missing experimental detail
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Slightly unclear novelty differentiation
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Weak limitation discussion
Tolerance decreases.
Precision becomes critical.
4. Consistency Across Revisions Is Examined
Reviewers check for internal consistency:
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Do new experiments align with original claims?
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Were modifications integrated coherently?
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Did additional results contradict earlier interpretations?
If revisions create logical inconsistencies, confidence drops.
A revision must feel integrated — not patched.
5. Strength of Additional Experiments
When reviewers request:
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Extra baselines
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Robustness testing
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Ablation studies
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Expanded datasets
The depth and rigor of added experiments strongly influence the second decision.
Minimal compliance rarely satisfies expectations.
Exceeding requests increases acceptance probability.
6. Novelty Reassessment
If novelty was questioned in round one, reviewers reassess whether:
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Positioning is now clearer
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Comparative framing is stronger
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Contribution statements are sharper
If novelty concerns remain ambiguous, rejection may follow — even after revision.
Clarity must improve visibly.
7. Reviewer Fatigue and Efficiency
In second-round review, reviewers:
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Spend less time re-reading the entire manuscript
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Focus primarily on modified sections
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Compare revisions directly to prior comments
Clear highlighting of changes reduces friction.
Ambiguity increases risk.
8. Escalation Risk
Occasionally, revisions introduce new issues.
Examples:
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Added experiments reveal inconsistencies
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Expanded discussion exposes conceptual gaps
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New comparisons weaken performance claims
Revisions must strengthen the paper without destabilizing it.
Stability is essential.
9. Editorial Perspective in Round Two
Editors reassess:
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Whether the manuscript now meets publication standards
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Whether reviewer concerns have been satisfied
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Whether further rounds would be productive
If revision appears incomplete, editors may:
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Reject
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Request another major revision
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Escalate to additional reviewers
Editors prefer decisive closure.
10. When Second Round Leads to Immediate Acceptance
Acceptance is likely when:
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All major concerns are clearly resolved
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New experiments strengthen contribution
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The response letter is structured and precise
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Reviewers acknowledge improvements explicitly
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No new structural issues appear
Strong, confident revision accelerates closure.
11. When Second Round Leads to Rejection
Rejection often occurs when:
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Key concerns remain partially addressed
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Revision appears superficial
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Statistical validation remains weak
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Novelty framing remains unclear
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Reviewer confidence does not improve
In competitive AI journals, second chances are limited.
Strategic Advice for Authors
To maximize second-round success:
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Address every reviewer comment explicitly
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Provide page and line references for changes
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Strengthen experiments beyond minimum compliance
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Improve clarity in introduction and contribution framing
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Maintain professional, non-defensive tone
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Ensure internal consistency after revisions
Treat revision as re-submission — not correction.
Final Guidance
The second round review differs from the first because evaluation shifts toward:
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Verification of correction
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Precision of revision
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Stability of argument
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Clarity of communication
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Reviewer confidence restoration
Major revision is an opportunity — not a guarantee.
In competitive AI publishing, acceptance in round two depends on demonstrating that your manuscript is no longer borderline, but decisively strong.
Revision must transform hesitation into confidence.
