Why Some Papers Are Rejected After Minor Revisions

Introduction

Receiving a “minor revision” decision is often interpreted as a near guarantee of acceptance. Authors may assume that addressing small issues will lead directly to publication.

However, in AI journals and other competitive fields, rejection can still occur after minor revision. While this may seem unexpected, it typically reflects deeper evaluation dynamics rather than procedural inconsistency.

Understanding these dynamics helps authors avoid critical mistakes at the final stage of review.

1. Minor Revision Does Not Mean Full Confidence

A minor revision generally indicates that:

  • The manuscript is close to the publication threshold
  • Major methodological concerns are resolved
  • Remaining issues appear limited

However, it does not necessarily imply:

  • Complete reviewer confidence
  • Fully resolved novelty concerns
  • Absence of editorial risk

Minor revision reflects provisional approval, not unconditional acceptance.

2. Superficial Responses Can Undermine Confidence

Some authors treat minor revisions as routine or low-effort tasks.

Common issues include:

  • Minimal or vague responses
  • Surface-level edits without strengthening arguments
  • Ignoring implicit reviewer concerns
  • Defensive or dismissive tone

Weak revisions may signal lack of engagement and reduce reviewer confidence.

3. Hidden Novelty Concerns Resurface

Reviewers may initially tolerate borderline novelty, expecting clearer positioning during revision.

If the revised manuscript:

  • Fails to clarify its contribution
  • Does not differentiate from existing work
  • Remains incremental in perception

Editors may reconsider its competitiveness.

4. New Weaknesses Introduced During Revision

Revisions can unintentionally create new issues:

  • Additional experiments contradict earlier claims
  • Revised wording weakens conceptual clarity
  • Clarifications expose methodological gaps
  • New comparisons reduce perceived contribution

Even small changes can affect overall coherence.

5. Competitive Context Changes

AI publishing evolves rapidly. Between review rounds:

  • Competing work may be published
  • New benchmarks may emerge
  • Journal priorities may shift

Acceptance depends on relative positioning at the time of final decision.

6. Reviewer Fatigue and Reduced Tolerance

In later rounds, reviewers:

  • Expect full resolution of concerns
  • Have lower tolerance for incomplete responses
  • Focus on depth rather than surface corrections

Perceived superficial revisions can lead to stricter evaluation.

7. Editorial Risk Reassessment

Editors conduct a final evaluation before acceptance, considering:

  • Proportionality of claims
  • Strength of methodology
  • Reproducibility of results
  • Residual reviewer concerns

If uncertainty remains, rejection may be preferred to protect journal standards.

8. Incomplete Documentation of Changes

Failure to:

  • Provide clear page and line references
  • Highlight revised sections
  • Respond systematically to comments

can create ambiguity during reassessment.

Clarity in the response document is as important as clarity in the manuscript.

9. Tone and Professionalism Matter

Rejection may also result from:

  • Dismissive or defensive responses
  • Informal or emotional language
  • Implicit criticism of reviewers

Professional tone influences editorial perception of author reliability.

Revision is not negotiation — it is resolution.

10. Borderline Papers Face Higher Risk

If the manuscript was near the acceptance threshold, even minor unresolved issues can affect the outcome.

Borderline acceptance requires strengthening, not minimal correction.

Strategic Lessons for Authors

  • Treat minor revision with full seriousness
  • Strengthen arguments beyond minimum edits
  • Clarify novelty explicitly
  • Ensure consistency after changes
  • Address implicit as well as explicit concerns
  • Maintain a professional and respectful tone

Minor revision should be approached as a final evaluation stage, not a formality.

What Is Often Overlooked

Minor revision is often interpreted as a near-final step, but it is in fact a critical phase where editorial confidence is reassessed.

Reviewers and editors evaluate not only whether comments were addressed, but whether the manuscript has become clearer, stronger, and more convincing.

The real challenge is not simply making corrections, but ensuring that the revised manuscript supports a consistent and confident evaluation.

Final Guidance

Rejection after minor revision may occur when:

  • Reviewer confidence is not fully restored
  • Revisions remain superficial
  • New weaknesses emerge
  • Competitive context changes
  • Editorial risk remains unresolved

Minor revision signals opportunity, not certainty.

In competitive AI publishing, final acceptance requires that the manuscript be not only corrected, but convincingly strong.

At the final stage, small weaknesses can carry disproportionate weight.

Precision and professionalism determine the outcome.

Related Resources

For additional information regarding submission and publication policies, please consult the following resources: