Agent Skills
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acl-related-work
GitHub指导NLP论文撰写相关工作部分，强调引用ACL Anthology正式版本而非预印本，保持文献时效性以应对快速迭代的基线，规范匿名化自引及ARR重投处理，明确各类贡献的对比策略以避免无效堆砌。
Trigger Scenarios
撰写或审计ACL/NLP论文的Related Work章节
处理ACL Anthology与arXiv版本的引用规范
解决双盲评审中的自引匿名问题
应对ARR重投时的版本重叠说明
Install
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill acl-related-work -g -y
SKILL.md
Frontmatter
{
"name": "acl-related-work",
"description": "Use when positioning an ACL submission against the NLP literature, covering ACL Anthology citation practice, arXiv-versus-published version citation, concurrent LLM-era preprints, prior-cycle ARR resubmission overlap, anonymity-preserving self-citation, and the fast-moving baseline problem in computational linguistics."
}
ACL Related Work
Use this to audit positioning and citation hygiene. NLP moves fast enough that related-work sections age between ARR cycles; the section must prove the authors know the field as of this cycle, not as of the project's start.
The Anthology-first rule
- When a paper exists in the ACL Anthology (or another archival venue), cite that version, not its arXiv preprint — Anthology entries are the community's citation of record and carry stable BibTeX.
- The Anthology is fully open access (post-2016 materials under CC BY 4.0), so "couldn't access the published version" is never a defense here.
- For findings-tier work, cite it as Findings of ACL/EMNLP — it is archival and reviewers treat miscrediting it as sloppiness.
Freshness pressure unique to this field
- Expect at least one reviewer to name a baseline or dataset from the last two conference rounds. Sweep ACL, EMNLP, NAACL, EACL, TACL, and CL for the nearest neighbors published since your project began.
- LLM-era concurrency is the norm: assume 2-4 similar preprints exist. Cite the ones findable at submission, contrast on technique rather than date, and avoid priority wars that reviewers cannot adjudicate.
- If a newer model release makes your comparison set look dated mid-cycle, address it in the author response and plan the upgrade for camera-ready or resubmission — silence reads as unawareness.
Positioning moves that work at ACL
| Contribution type | The contrast reviewers want spelled out |
|---|---|
| Method | Nearest prior method + the mechanism-level difference, not just scores |
| Resource | Existing datasets' coverage gaps: languages, domains, phenomena, license |
| Analysis / evaluation | What prior evaluations measured incorrectly or could not see |
| Metric | Failure cases of the incumbent metric, with correlation evidence |
| Theme-track paper | How the work answers the year's theme question (ACL 2026: explainability) |
One paragraph of typed contrast per lane beats an undifferentiated citation inventory; ACL's compressed format cannot afford taxonomy for its own sake.
Self-citation and resubmission overlap
- Cite your own prior work in third person ("Building on Smith (2024)...") so anonymity survives; heavy reliance on one group's unpublished thread is itself an anonymity leak.
- If this is an ARR resubmission, the revision note — not the related-work section — is where you discuss the previous version; the paper itself should read cleanly to a fresh reviewer.
- Workshop and non-archival versions (most *ACL workshops are archival — check!) must be declared under the dual-submission policy rather than quietly extended.
Preprint-era eligibility judgment calls
- Your own arXiv preprint of this submission is allowed (no anonymity period since January 2024), but the declared preprint status must match reality.
- A competing preprint that appeared after your ARR submission date is concurrent work: cite it in camera-ready, note the timing, contrast honestly.
- Do not cite an inaccessible or anonymized document as supporting evidence — ARR forbids leaning on materials reviewers cannot read.
Two-pass audit procedure
Pass 1 (coverage): for each claim of novelty, list the 3 nearest works
from Anthology search + recent cycles; verify each is cited and
contrasted, not just listed.
Pass 2 (hygiene): for each bib entry, check venue-of-record vs arXiv,
Findings attribution, third-person self-citation, and that no cited
item is reviewer-inaccessible.
Where to actually search, in order
- ACL Anthology full-text/venue search — the canonical record for every *ACL main conference, Findings volume, TACL, CL, and most workshops.
- The most recent two conference rounds' accepted-paper lists (each edition's site publishes them) — the freshness sweep reviewers run.
- Semantic Scholar / Google Scholar citation graphs walked forward from your three nearest neighbors — who already built on them?
- arXiv cs.CL for the concurrent-preprint scan, dated against your cycle's submission deadline so "concurrent" is defensible.
- Leaderboards and dataset pages for your benchmarks — the SOTA row often names an uncited system.
Related-work paragraph shape that survives compression
For each literature lane, three sentences: (1) what the lane established, with its two or three best citations; (2) the specific gap or assumption it left; (3) how this paper differs mechanically. Delete any sentence that neither cites nor contrasts. In a short paper, the whole section may be one such paragraph plus contrasts woven into the introduction — that is normal and reviewers at ACL expect it.
Red flags reviewers name explicitly
- "The authors seem unaware of X" — the fatal version of staleness; one missed obvious neighbor outweighs fifty dutiful citations.
- Citing a paper for a claim it does not make (checked more often than authors expect, since reviewers know their own subfield's papers).
- A wall of "recently, LLMs have..." citations with no load-bearing role.
- Comparing against numbers from a cited paper's arXiv v1 that changed in the published version.
Output format
[Positioning verdict] sharp / inventory-like / stale / overlapping
[Nearest neighbors] <3 works -> stated distinction each>
[Freshness risks] <recent baselines or datasets unaddressed>
[Citation hygiene] <arXiv-vs-Anthology, Findings credit, self-citation voice>
[Overlap declarations] <resubmission / workshop / preprint items to declare>
Version History
- 9f86f09 Current 2026-07-19 14:16
