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Docker 可运行子集；本地实验，非完整官榜同条件结果。" }, "metrics": { "score": "有效单题原始得分的算术平均值；百分比展示乘以 100。", "passRate": "达到本页满分阈值的有效题数 / 有效题数。", "passScoreThreshold": 0.999999999, "passThresholdBasis": "本地严格满分统计，容忍 1e-9 浮点误差；官方榜单后端阈值未公开核实。", "traceViewerPassScoreThreshold": 0.999, "traceViewerThresholdBasis": "官方公开 trace 页面使用 score >= 0.999 标记 PASS；不等同于已核实榜单后端阈值。", "comparisonTaskCount": 105, "comparisonPolicy": "仅在 95 道实测成绩完整时，将未测 10 题按 0 计入 105 题参照；原始题目与成绩不变。" } }, "notes": [ "本页为 ALE-CLI 的 95 题 Docker 子集。Score 是平均得分；Pass Rate 是满分题比例。105 题参照将未测 10 题按 0 计入，原始实测成绩保持不变。", "skills-agent 采用 ALE04 最新完成的 95 题批次，Codex CLI 和 Claude Code 保留各自最新批次及指定补跑；合并当前所选记录的 10 条有效重评分，每个格子只有一个当前成绩，不择高分。", "分数范围 0–1。空白分为补跑待出分与故障无有效成绩；数值 0 是已经确认的零分。", "执行状态与评分分开：Agent 超时后仍按保存产物评分，保留有效数值。skills-agent SIM 采用 ALE04 已发布的 0.5069224775804327，Claude SIM 保留 0.5770250249508762。", "重评分使用原提交，哈希确认未变，未增加 Agent 解题尝试；评分基础设施及接口修复记录保留在详情，公式、权重与阈值保持原规则。", "每组模型与思考强度分别标注；skills-agent 的版本、输出上限与并发设置也已变更（ALE04 并发 12，另两组并发 1），比较时应结合完整配置。有效题均分是本地统计，ALE 未定义本表的汇总排名规则。", "这是生成时间点的静态快照。运行 python3 refresh.py 更新；网页刷新仅重载成绩快照文件。", "详情只包含安全导出的运行、评分、用量、事件与产物索引。完整 trace 及运行/评分记录已归档 ALE01；原执行路径保留来源；全部 output 不在本次迁移范围。归档仅供私有访问，不导出密钥、隐藏评分数据或参考答案。原生 usage 口径可能不同，且超时任务可能没有最终 usage。" ], "traceArchive": { "server": "ALE01", "recordCount": 285, "verifiedAt": "2026-10-17T08:29:23.475617+00:00" }, "officialComparison": { "observedAt": "2026-10-17T09:09:43.101871+00:00", "sourceUrl": "https://agents-last-exam.org/leaderboard", "split": "ALE-CLI", "officialTaskCount": 105, "officialRowCount": 48, "configurationSelection": "官网默认展示的各 harness/model effort（Best 或固定强度）", "rankPolicy": "每个本地条目单独插入；按官网显示的一位小数百分比比较。榜单位置按 Pass Rate 降序、再按 Score 降序。其他本地条目不占位。", "referenceRows": [ { "displayRank": 1, "harness": "Claude Code", "model": "claude-opus-5-5", "effort": "Max", "passRate": 0.34299999999999997, "score": 0.637 }, { "displayRank": 2, "harness": "Codex", "model": "GPT-6 Astra", "effort": "Max (Best)", "passRate": 0.33299999999999996, "score": 0.614 }, { "displayRank": 3, "harness": "Codex", "model": "Muse Spark 1.3", "effort": "XHigh (Best)", "passRate": 0.33299999999999996, "score": 0.575 } ], "localRows": [ { "agentId": "codex-cli", "agentName": "Codex CLI", "model": "deepseek-flash", "effort": "low", "score": 0.5713961970282903, "passRate": 0.3333333333333333, "scoreRank": 6, "passRateValueRank": 2, "passThenScorePosition": 4, "traceThresholdPassRate": 0.3333333333333333, "traceThresholdPassThenScorePosition": 4 }, { "agentId": "claude-code", "agentName": "Claude Code", "model": "deepseek-flash", "effort": "low", "score": 0.5905156661556626, "passRate": 0.3333333333333333, "scoreRank": 3, "passRateValueRank": 2, "passThenScorePosition": 3, "traceThresholdPassRate": 0.34285714285714286, "traceThresholdPassThenScorePosition": 2 } ], "passRateThresholdNote": "主表按本地严格满分阈值 1−1e-9；另列官方 trace 展示阈值 0.999 的敏感性结果。官网榜单后端阈值尚未核实。", "limitation": "这些是相对公开榜单快照的条件性数值位置，不是官方收录排名；题目版本、资源及评分修复尚未完成同条件验证。" } }