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。
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。
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。
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。
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。
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。
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。
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.
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.
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.
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。
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) | md | 4 万 字 | 43 KB |
| 02-ppca-blue-ridgeway.mdPPCA · Blue Ridgeway Health Plan | md | 1 万 字 | 12 KB |
| 03-ppca-volunteer-benefits.mdPPCA · Volunteer Benefits Corp. | md | 1 万 字 | 14 KB |
| 04-ppca-pinnacle-select.mdPPCA · Pinnacle Select Insurance | md | 1 万 字 | 12 KB |
| 05-roaa-2018-highland.mdRegional Orthopedic Alliance Agreement (2018) | md | 8,051 字 | 8 KB |
| 06-record-index-and-procedural-history.mdDocket history、tolling agreement、record index | md | 5 万 字 | 52 KB |
| 07-standing-order-and-local-rules.mdStanding order 与 local rules | md | 8,507 字 | 8 KB |
| 08-provider-directory-cy2023.mdOrthopedic practitioner directory CY2023 | md | 7,829 字 | 8 KB |
| amp_practice_revenue_cy2018_cy2023.csv按医生、年份、付款方的执业收入 | csv | 672 行 | 48 KB |
| blue_settlement_postings.csvBlue Ridgeway 和解公告记录 | csv | 6,570 行 | 634 KB |
| coe_exception_notices.csvContinuity-of-care 通知登记 | csv | 177 行 | 10 KB |
| commercial_enrollment_cy2023.csv按保险公司的商业参保人数 | csv | 10 行 | 497 B |
| orthopedic_claims_adjacent_quarters.csv相邻季度骨科诊疗补充数据 | csv | 3,316 行 | 1.0 MB |
| orthopedic_claims_cy2023.csv州骨科诊疗数据 CY2023 | csv | 9,225 行 | 2.9 MB |
| privileged/ (2 个文件)被追回的特权文件(不得使用) | md | 9,245 字 | 9 KB |
| receivable_assignments.csv应收款归属与路由 | csv | 6 行 | 544 B |
| surgeon_roster_cy2024.csv执业医生名册 | csv | 49 行 | 4 KB |
判据全文、权重与参考答案随完整数据包提供。
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 · Harbor | 31 | 2.29M | 119K | 19m 00s | 完成作答 | |
| GPT-5.6-solClaude Code · Harbor · 3 个子 Agent | 119 | 1.72M | 123K | 30m 47s | 完成作答 | |
| Qwen3.8-MaxClaude Code · Harbor | 27 | 1.71M | 114K | 1h 0m | 达到时限 |
| 任务 ID | LAW-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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