paper-triage

name	paper-triage
description	Batch paper screening and classification. Triggers on "筛一下", "triage", "哪些值得看", "帮我筛", "batch screen".

Paper Triage

Flow

1. Context carry-over:

   • If user explicitly references existing papers ("筛一下刚才的", "帮我筛这些", "筛这些"): triage those directly → paper_auto_triage(paper_ids=[...])
   • If papers in context but reference is ambiguous: ASK "要筛选刚才找到的这些论文？还是筛选库里最近的未读论文？"
   • If no context → default to paper_auto_triage(top_n=5)

2. Credibility check: For papers in the "important" bucket, call paper_credibility_batch(important_ids) to add credibility signals.

3. Present the three buckets as tables:

   重要: | # | 标题 | 评分 | 入选理由 | venue | code | 复现风险 | 待读: | # | 标题 | 评分 | 简评 | 跳过: | # | 标题 | 评分 | 跳过理由 | 结论: 为什么这几篇最值得关注，关联用户 profile 说明

4. [FORK] "这是按你 profile 的分类，同意吗？要调整哪些？"

If user adjusts

Move papers between buckets per user's instruction, then:

• Call paper_reading_status(important_ids, "important") for confirmed important papers
• Call paper_reading_status(to_read_ids, "to_read") for to_read papers

If user confirms as-is

Apply the auto-triage result directly:

• Mark important papers as "important"
• Mark to_read papers as "to_read"
• Skip papers get no status change

After marking, auto-save: call paper_save_report(report_type="triage", content=<report markdown>, filename="{topic}-{YYYY-MM-DD}.md") using triage-template.

[CONTEXT-AWARE FORK] — Based on the triage result, suggest next steps:

• If important bucket has papers with PDFs available: "已标记完成，筛选报告已保存至 {path}。\n💡 下一步建议：\n1. 批量下载 {N} 篇重要论文的 PDF\n2. 深入分析 [{top_important_title}]（{score}分）\n（说编号或告诉我你想做什么）"

• If important bucket has papers but no PDFs: "已标记完成，筛选报告已保存至 {path}。\n💡 下一步建议：\n1. 深入分析 [{top_important_title}]（{score}分）\n2. 搜索并下载这些论文的 PDF\n（说编号或告诉我你想做什么）"

• If important bucket is empty but to_read has papers: "没有特别突出的论文，但有 {N} 篇值得一读。\n💡 下一步建议：\n1. 看看 [{top_to_read_title}] — 评分最高的待读论文\n2. 换个方向搜索\n（说编号或告诉我你想做什么）"

• If all papers are skip: "这批论文跟你方向关联不大。\n💡 下一步建议：\n1. 调整 research profile — 可能关键词需要更新\n2. 换个方向搜索\n（说编号或告诉我你想做什么）"

Custom source

If user provides specific paper IDs or says "筛这些":

• Call paper_auto_triage(paper_ids=[...]) with the specific IDs

Rules

• Only 1 checkpoint (confirm/adjust). Classification is automatic via paper_auto_triage.
• Don't ask about criteria — use profile-based relevance scores by default.
• Don't ask about source — default to recent unread papers.
• Always use tables, never bullet-point lists for paper results.
• Always include a 结论 section explaining why the classification matters.
• FORK suggestions must reference actual paper titles and counts from the triage result.