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RecSys Paper Writing Guide

brycewang-stanfordbybrycewang-stanford
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Learning & Documentation

Refines ACM RecSys academic manuscripts with recommendation-first framing, rigorous evaluation phrasing, and page-budget compression.

RecSys Paper Writing Guide helps researchers draft and revise academic manuscripts for the ACM Conference on Recommender Systems (RecSys). It enforces essential academic standards, including honest offline-versus-online framing, leakage-aware evaluation wording (such as explicit temporal splits and full-catalog metrics), equal-budget baseline tuning claims, double-blind compliance, and rigorous claim scoping. Designed for the 8-page ACM two-column format, it provides structured diagnoses, sentence-level rewrites, and compression strategies to help papers withstand scrutiny from reproducibility-minded peer reviewers.

Key Features

01Structures a recommendation-first first page connecting the core problem to offline and online bridges
02Generates leakage-aware evaluation wording for temporal splits, catalog rankings, and tuning budgets
03Audits manuscripts for double-blind compliance across citations, platform names, and repository links
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05Enforces claim discipline against overclaiming, leaderboard hype, and ungrounded state-of-the-art statements
06Guides 8-page ACM two-column compression by moving secondary grids and tables into well-referenced appendices

Use Cases

01Reframing offline evaluation metrics into carefully scoped claims backed by statistical variance and ablations
02Compressing sprawling experimental sections and multi-dataset evaluations into the strict 8-page format
03Revising an ACM RecSys draft prior to submission to pass reproducibility checks and reviewer scrutiny