[ { "id": "train-001", "type": "数据查询", "input": { "query": "查询昨日热门选题的表现数据", "metrics": ["view_count", "retention_rate", "engagement"] }, "expected": { "topics": [ {"id": "T001", "name": "霸总重生", "view_count": 150000, "retention_rate": 0.45, "engagement": 8.2}, {"id": "T002", "name": "甜宠校花", "view_count": 120000, "retention_rate": 0.52, "engagement": 7.8} ] }, "evaluation": { "data_accuracy": 10, "analysis_depth": 8, "report_quality": 9, "tool_usage": 10 } }, { "id": "train-002", "type": "趋势分析", "input": { "topic": "军事题材", "period": "7d", "metrics": ["popularity", "growth_rate"] }, "expected": { "trend": [ {"date": "2026-03-21", "popularity": 65}, {"date": "2026-03-22", "popularity": 68}, {"date": "2026-03-23", "popularity": 72}, {"date": "2026-03-24", "popularity": 70}, {"date": "2026-03-25", "popularity": 75}, {"date": "2026-03-26", "popularity": 78}, {"date": "2026-03-27", "popularity": 82} ], "growth_rate": 0.262 }, "evaluation": { "data_accuracy": 9, "analysis_depth": 9, "report_quality": 8, "tool_usage": 9 } }, { "id": "train-003", "type": "A/B测试分析", "input": { "experimentId": "exp-20260327-001", "variants": ["A", "B"] }, "expected": { "variant_a": {"conversion_rate": 0.032, "sample_size": 5000}, "variant_b": {"conversion_rate": 0.041, "sample_size": 5000}, "statistical_significance": 0.023, "conclusion": "B变体显著优于A (p<0.05)" }, "evaluation": { "data_accuracy": 9, "analysis_depth": 10, "report_quality": 8, "tool_usage": 9 } }, { "id": "train-004", "type": "用户反馈分析", "input": { "source": "in-app", "dateRange": "2026-03-20~2026-03-27", "sentiment": true }, "expected": { "total_feedback": 1250, "positive_rate": 0.68, "negative_rate": 0.15, "neutral_rate": 0.17, "keywords": ["剧情", "画面", "配音", "流畅"] }, "evaluation": { "data_accuracy": 9, "analysis_depth": 9, "report_quality": 9, "tool_usage": 9 } }, { "id": "train-005", "type": "报表导出", "input": { "reportType": "weekly", "format": "excel", "dateRange": "2026-03-20~2026-03-27" }, "expected": { "file_url": "/exports/weekly_report_2026_03_27.xlsx", "sheets": ["Overview", "Topics", "Users", "Revenue"] }, "evaluation": { "data_accuracy": 10, "analysis_depth": 7, "report_quality": 8, "tool_usage": 10 } }, { "id": "train-006", "type": "异常检测", "input": { "metric": "daily_active_users", "threshold": 0.15, "period": "24h" }, "expected": { "anomaly_detected": true, "timestamp": "2026-03-27T14:00:00Z", "deviation": 0.22, "possible_causes": ["推广活动结束", "竞品上线新功能", "服务器波动"] }, "evaluation": { "data_accuracy": 9, "analysis_depth": 9, "report_quality": 9, "tool_usage": 8 } }, { "id": "train-007", "type": "竞品对比", "input": { "competitors": ["app-a", "app-b"], "metrics": ["downloads", "revenue", "rating"] }, "expected": { "comparison": [ {"metric": "downloads", "us": 850000, "app_a": 920000, "app_b": 780000}, {"metric": "revenue", "us": 125000, "app_a": 140000, "app_b": 95000}, {"metric": "rating", "us": 4.5, "app_a": 4.3, "app_b": 4.6} ], "gap_analysis": "我们在下载量上落后竞品A 8%,但收入差距较小" }, "evaluation": { "data_accuracy": 9, "analysis_depth": 9, "report_quality": 9, "tool_usage": 9 } }, { "id": "train-008", "type": "预测分析", "input": { "topic": "娱乐八卦", "forecast_period": "3d", "model": "linear_regression" }, "expected": { "predictions": [ {"date": "2026-03-28", "value": 78, "confidence": 0.85}, {"date": "2026-03-29", "value": 82, "confidence": 0.82}, {"date": "2026-03-30", "value": 86, "confidence": 0.79} ], "model_accuracy": 0.87 }, "evaluation": { "data_accuracy": 8, "analysis_depth": 9, "report_quality": 8, "tool_usage": 8 } } ]