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反垄断驳回动议:案卷分析与备忘录

LAW-ANTITRUST-MTD-001 · Vogler v. Crestline Health Systems · E.D. Tenn.

代表被告准备驳回动议:从起诉状、三份合同、法院命令和 2 万行诊疗数据中界定相关市场、计算份额与 HHI、核对诉讼时效,并写出支持动议的法律备忘录。

反垄断Sherman Act数据分析法律写作英文
1818 份材料 · 20,025 行数据
493 万材料字符数
21条评分判据
83最长参考轨迹 Agent 回合
2.29M单条轨迹累计 prompt tokens
01

数据特点

18 份案卷材料,2 万行原始数据

8 份案卷与法院文书、8 份 CSV(手术明细、执业名册、商业参保、收款归属等),数据按采集原样提供,没有任何预过滤。

内置特权文件陷阱

privileged/ 下两份文件已被 Rule 26(b)(5)(B) 追回——模型必须识别并拒绝使用其中的任何数字与结论。

法律与数据的双重推理

Sherman Act §1/§2 要件、相关市场与子市场、Rule 12(d) 材料范围、四年时效与欺诈性隐瞒中止,全部落到可计算的数字上。

长程工具调用

GPT-5.6-sol 在这道题上用了 83 个回合、119 次工具调用并派生 3 个子 Agent;Qwen3.8-Max 撞上 60 分钟时限。

02

题面节选

以下为 Agent 实际收到的题面节选(原文照录),用于展示任务设定与约束。

instruction.md · 28,293 chars

You are an associate at Whitlock, Ainsley & Rourke LLP. The firm represents defendant Crestline Health Systems, Inc. in Vogler et al. v. Crestline Health Systems, Inc., No. 2:24-cv-00419-CTM (E.D. Tenn.). Plaintiffs' First Amended Complaint was filed February 3, 2025. Crestline's responsive motion is due March 17, 2025. Today is March 3, 2025.

The supervising partner needs two things before the motion is drafted: a structured analysis of the record, and a memorandum in support of the motion to dismiss.

How this partner wants a motion worked

Read each document once, straight through, and write your answer down while it is still in front of you. Where the order tells you what rule to apply, apply it — do not go hunting for a second authority that says the same thing. Where two readings are open and the record settles which one is right, settle it and move on. I would rather have your first considered answer on every question in the analysis than your best answer on half of them.

The figures

These are the figures the partner will put in front of the Court, so they must be the figures the record yields, not the figures a spreadsheet yields. The data files are raw. They are published and produced as collected.

Clawed-back documents

The two documents in privileged/ were inadvertently produced and are among the material covered by a pending Rule 26(b)(5)(B) clawback demand. Do not reproduce, quote, or rely on any figure or conclusion from them. The demand is reproduced in the record and identifies what it covers in its own terms; Standing Order ¶ 5 states what follows from it, both for a filing and for a count. Read both.

NOTE节选自题面,已省略两份交付物的字段定义与格式要求。案件为虚构,不涉及任何真实当事人或病历。

03

附件清单

作答容器内可见的全部材料,统计由题包自动生成。原始文件随完整样例包提供。

文件类型规模大小
01-first-amended-complaint.mdFirst Amended Complaint(段落编号)md4 万 字43 KB
02-ppca-blue-ridgeway.mdPPCA · Blue Ridgeway Health Planmd1 万 字12 KB
03-ppca-volunteer-benefits.mdPPCA · Volunteer Benefits Corp.md1 万 字14 KB
04-ppca-pinnacle-select.mdPPCA · Pinnacle Select Insurancemd1 万 字12 KB
05-roaa-2018-highland.mdRegional Orthopedic Alliance Agreement (2018)md8,051 字8 KB
06-record-index-and-procedural-history.mdDocket history、tolling agreement、record indexmd5 万 字52 KB
07-standing-order-and-local-rules.mdStanding order 与 local rulesmd8,507 字8 KB
08-provider-directory-cy2023.mdOrthopedic practitioner directory CY2023md7,829 字8 KB
amp_practice_revenue_cy2018_cy2023.csv按医生、年份、付款方的执业收入csv672 行48 KB
blue_settlement_postings.csvBlue Ridgeway 和解公告记录csv6,570 行634 KB
coe_exception_notices.csvContinuity-of-care 通知登记csv177 行10 KB
commercial_enrollment_cy2023.csv按保险公司的商业参保人数csv10 行497 B
orthopedic_claims_adjacent_quarters.csv相邻季度骨科诊疗补充数据csv3,316 行1.0 MB
orthopedic_claims_cy2023.csv州骨科诊疗数据 CY2023csv9,225 行2.9 MB
privileged/ (2 个文件)被追回的特权文件(不得使用)md9,245 字9 KB
receivable_assignments.csv应收款归属与路由csv6 行544 B
surgeon_roster_cy2024.csv执业医生名册csv49 行4 KB
04

评分设计

21条独立评分判据
18 条得分项3 条扣分项

判据全文、权重与参考答案随完整数据包提供。

21 条判据,13 条二元判定 + 8 条五档 Likert,横跨 8 个评分维度。

  • 21 条判据:18 条正向得分项,3 条扣分项(negate)
  • 每条判据由独立的 Agent judge 逐条判定(individual 模式),可复现、可审计
  • 判分凭据只注入 verifier 环境,作答容器看不到任何评分通道
  • 判据全文与参考答案随完整数据包提供
专业规范6
数值与计算准确性4
指令遵循3
结论正确性3
事实忠实性2
结构与组织1
分析与论证质量1
安全合规1
05

模型实测

前沿模型在真实 Agent 框架中的作答轨迹统计。一个回合即一次模型调用;上下文曲线展示长程任务中状态如何持续累积。

模型Agent 回合工具调用累计 prompt tokens峰值上下文作答耗时结果
Claude Opus 4.8Claude Code · Harbor25312.29M119K19m 00s完成作答
GPT-5.6-solClaude Code · Harbor · 3 个子 Agent831191.72M123K30m 47s完成作答
Qwen3.8-MaxClaude Code · Harbor24271.71M114K1h 0m达到时限
063K125Kturn 1turn 83
Claude Opus 4.8GPT-5.6-solQwen3.8-Max纵轴:每回合上下文 tokens · 横轴:Agent 回合
06

环境规格

TASK SPECIFICATION
任务 IDLAW-ANTITRUST-MTD-001
任务格式Harbor task.toml · schema 1.4
题包版本1.4.0
Agent 时限1 小时
Verifier 时限5 小时
作答容器2 vCPU · 8 GB 内存 · 30 GB 存储
工具集filesystem · shell · python
判分隔离独立 verifier 容器评分凭据只注入 verifier,作答侧不可见
题面长度28,293 字符
案件虚构案件,全部案卷与数据为自建
参考解oracle reward 1.000
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关于LAW-ANTITRUST-MTD-001 · 反垄断驳回动议:案卷分析与备忘录

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