imc-writing-style
Use when drafting or revising the prose of an ACM IMC measurement paper, covering the first-page measurement finding, making vantage points and meth…
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IMC Writing Style
Use this while drafting the body. IMC reviewers are measurement experts who read for **what you
learned about the real Internet and whether the data support it**. The organizing principle is
that the paper is a measurement contribution: the finding leads, the vantage points and method
are auditable, and the limitations and ethics are visible from the start — not appended.
The first-page arc
Put the measurement finding on the first page, in this shape:
- A question about the real Internet a practitioner or researcher recognizes ("how reachable
/ how deployed / how secure / how does X behave in the wild?").
- Why current knowledge is inadequate — prior work measured too few vantage points, a single
snapshot, a testbed instead of deployment, or a biased input.
- The measurement and its vantage points — what you measured, from where, over what period.
- What the data show — the headline finding, stated as a measured result with uncertainty.
- What it means — for operators, protocol designers, or the community, plus what you release.
Do not lead with a system you built or a tool's speed. If the first page is a systems win, the
paper reads as a re-routed NSDI/SIGCOMM submission (imc-topic-selection).
Make vantage points and method auditable
A measurement claim is only as good as the reader's ability to judge the measurement:
- Name the vantage points: locations, ASes, probe types, and how many. Summarize in the body,
detail in the appendix.
- Argue representativeness explicitly: why these vantage points support the claim, and where
they do not. Quantify coverage bias rather than hoping no one asks.
- Date everything: measurement windows, cadence, and target-list capture dates. The Internet
moves; undated results are unfalsifiable.
- Show the method, not just the tool name: enough that a reader could re-measure and judge
soundness.
Longitudinal and confound awareness
- Distinguish a snapshot from a trend. If you claim behavior over time, show the window and
its stability; if you have a snapshot, scope the claim to it.
- Name confounds a moving Internet introduces — diurnal patterns, churn, load-balancing, CDN
effects, measurement-vantage bias — and instrument to bound them.
Limitations that argue, not recite
A good IMC limitations discussion is an argument about validity, engaged where the results live:
- For each headline result, state the threat to its validity (coverage, ground truth, temporal,
measurement bias) and how you bounded it.
- Prefer "we observed X from these vantage points; it may not hold for networks unlike them, which
we quantify in §Y" over a generic "our study has limitations."
- Do not quarantine all caveats into one closing paragraph.
Write the Ethics section early
The Ethics section is a required gate, not a closing courtesy (imc-submission). Drafting it
early forces you to design safe active measurement, obtain IRB determinations, and plan disclosure
before collecting data — none of which can be retrofitted. Reference it from the introduction so
the reviewer sees the posture immediately.
Page-budget discipline (acmart)
IMC's acmart budget (IMC 2025: up to 13 pages full / 6 pages short of text+figures, plus an
unlimited appendix) is generous but finite for the body. Recover space by cutting redundancy,
not by exiling decision-critical evidence to the appendix (imc-supplementary). Every figure earns
its space by supporting a claim; a vantage-point map that clarifies coverage is worth more than a
decorative architecture diagram.
Common prose failures at IMC
| Failure | Why it hurts | Fix |
|---|---|---|
| System/tool leads the first page | Reads as a systems re-route | Lead with the measurement finding |
| Vantage points unnamed or unjustified | Reader cannot judge validity | Name them; argue representativeness |
| Undated, single-snapshot claims | Unfalsifiable on a moving Internet | Date everything; scope or extend temporally |
| Limitations recited generically | No validity argument | Tie each threat to a result and bound it |
| Ethics as an afterthought | Fails the gate | Write and reference it early |
Output format
[First-page arc] question -> inadequacy -> measurement/vantage points -> finding -> meaning? present/gaps
[Vantage points] named, dated, representativeness argued? yes/no
[Temporal framing] snapshot vs. trend stated correctly? yes/no
[Limitations] argued per-result and bounded? yes/no
[Ethics] section drafted early and referenced up front? yes/no
[Body edits] <ordered list to strengthen the measurement narrative>想直接用这个技能?
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IMC-Skills/skills/imc-writing-style/SKILL.md