# Dedupe Rank

> Dedupe Rank is an Agent Skill for documents published in the WILLOSCAR/research-units-pipeline-skills repository on GitHub: a SKILL.md instruction file an AI agent can load to do this task.

Use when a broad paper candidate pool needs deterministic deduplication and a stable core set. **Trigger**: dedupe, rank, core set, 去重, 排序, 精选论文, 核心集合. **Use when**: 检索后需要把广覆盖集合收敛成可管理的 core set（用于 taxonomy/outline/mapping）。 **Skip if**: 已经有人手工整理了稳定的 `papers/core_set.csv`（无需再次 churn）。 **Network**: none. **Guardrail**: 偏 deterministic；输出应可重复（稳定 paper_id、字段规范）。

- Skill name: `dedupe-rank`
- Category: [Documents](https://www.openparable.com/skill/documents/1)
- Source: https://github.com/WILLOSCAR/research-units-pipeline-skills/blob/HEAD/.codex/skills/dedupe-rank/SKILL.md
- Repository: WILLOSCAR/research-units-pipeline-skills (487 GitHub stars when collected)

## SKILL.md

# Dedupe + Rank

Turns a raw candidate pool into a deduped pool and a stable core set.

## Input

- `papers/papers_raw.jsonl`

## Outputs

- `papers/papers_dedup.jsonl`
- `papers/core_set.csv`

## Script boundary

`scripts/run.py` should own only:
- title/year deduplication
- deterministic ranking
- stable `paper_id` generation

Use shared domain packs or pipeline contract metadata for topic-specific or product-specific behavior.

## Contract-driven behavior

The script should prefer pipeline contract metadata over profile-name branching.

Current important field:
- `quality_contract.candidate_pool_policy.keep_full_deduped_pool`

If true, the script keeps the full deduped pool in `papers/core_set.csv` unless the user explicitly overrides core size.

## Acceptance

- deduped JSONL exists
- core-set CSV exists
- reruns are stable for the same inputs

## Non-goals

- retrieval
- screening
- manual topic authoring inside the script

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Source: https://www.openparable.com/skill/documents/dedupe-rank (OpenParable). Cite the canonical URL above.