Individual skill
cikm-reproducibility
Use when hardening the reproducibility of a CIKM paper — pinning the pipeline stages where IR, mining, and knowledge-management results silently diverge, documenting KGs and enterprise data that cannot be released, keeping the GenAI disclosure consistent with how code and data were produced, and preparing the post-acceptance release.
CIKM-Skills/skills/cikm-reproducibility/SKILL.md
Source commit 932eb23331721b16e967c59f093781be1928b498
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- Yes
- Observed behavior
- Network or broad shell
- Last checked
- Nov 9, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 1,405
- Repository last updated
- Sep 27, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- academic-writing Repository topic
- agent-skills Repository topic
- journal Repository topic
- academic-research Repository topic
- ai-agents Repository topic
- anthropic Repository topic
- awesome-list Repository topic
- claude Repository topic
- claude-code Repository topic
- economics Repository topic
- data Derived category
- research Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 6,728 bytes
Read excerpt
# CIKM Reproducibility
Reproducibility at CIKM has a venue-specific difficulty: the typical paper chains
components from different communities — an index, a graph, a model, a ruleset — and
each link has its own silent-divergence habits. A reader who cannot rebuild the
chain cannot attribute the result, and a blended review panel contains someone able
to notice each weak link.
## Divergence map for chained pipelines
| Chain link | How results silently drift | Pin |
|---|---|---|
| Text preprocessing / indexing | Tokenizer versions, stopword lists, index-time defaults differ across toolkits | Name toolkit + version + config file in the artifact |
| KG snapshot | Public KGs (Wikidata-class) change daily; entity counts drift | Freeze and state the dump date; ship the extracted subgraph if licensable |