{ "binaryMacro" : { "accuracy" : 0.9592, "f1" : 0.7669, "precision" : 0.9832, "recall" : 0.6557 }, "binaryMacroByLanguage" : { "en" : { "accuracy" : 0.9507, "f1" : 0.7085, "precision" : 0.9787, "recall" : 0.6085 }, "zh-Hans" : { "accuracy" : 0.9677, "f1" : 0.8048, "precision" : 0.9884, "recall" : 0.7029 } }, "classifiers" : [ { "falseNegativeExamples" : [ { "confidence" : 0.8754, "family" : "task_request", "id" : "random-20260826-en-task_request-004", "language" : "en", "text" : "For the record, Design still needs the signature page; please add it before month-end and leave a note in the email chain." }, { "confidence" : 0.8676, "family" : "task_request", "id" : "random-20260826-en-task_request-014", "language" : "en", "text" : "Also, Support still needs the acceptance screenshots; please add it before month-end and leave a note under the ticket." }, { "confidence" : 0.8609, "family" : "task_next_action", "id" : "random-20260826-en-task_next_action-018", "language" : "en", "text" : "One more thing: Your next action is to prepare the retro summary within two business days for Design." }, { "confidence" : 0.8124, "family" : "task_next_action", "id" : "random-20260826-en-task_next_action-015", "language" : "en", "text" : "Your next action is to prepare the test findings before lunch for Design." }, { "confidence" : 0.8099, "family" : "task_request", "id" : "random-20260826-en-task_request-018", "language" : "en", "text" : "Operations still needs the signature page; please add it before month-end and leave a note in the email chain." } ], "falsePositiveExamples" : [ ], "id" : "task", "metrics" : { "accuracy" : 0.95, "f1" : 0.835, "falseNegative" : 34, "falsePositive" : 0, "precision" : 1, "recall" : 0.7167, "total" : 680, "trueNegative" : 560, "truePositive" : 86 }, "metricsByLanguage" : { "en" : { "accuracy" : 0.9441, "f1" : 0.8119, "falseNegative" : 19, "falsePositive" : 0, "precision" : 1, "recall" : 0.6833, "total" : 340, "trueNegative" : 280, "truePositive" : 41 }, "zh-Hans" : { "accuracy" : 0.9559, "f1" : 0.8571, "falseNegative" : 15, "falsePositive" : 0, "precision" : 1, "recall" : 0.75, "total" : 340, "trueNegative" : 280, "truePositive" : 45 } }, "thresholdAt90Precision" : { "metrics" : { "accuracy" : 0.9691, "f1" : 0.9136, "falseNegative" : 9, "falsePositive" : 12, "precision" : 0.9024, "recall" : 0.925, "total" : 680, "trueNegative" : 548, "truePositive" : 111 }, "threshold" : 0.4 }, "thresholdAt95Precision" : { "metrics" : { "accuracy" : 0.9662, "f1" : 0.8978, "falseNegative" : 19, "falsePositive" : 4, "precision" : 0.9619, "recall" : 0.8417, "total" : 680, "trueNegative" : 556, "truePositive" : 101 }, "threshold" : 0.63 }, "thresholdsAt90PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 0.9794, "f1" : 0.9402, "falseNegative" : 5, "falsePositive" : 2, "precision" : 0.9649, "recall" : 0.9167, "total" : 340, "trueNegative" : 278, "truePositive" : 55 }, "threshold" : 0.44 }, "zh-Hans" : { "metrics" : { "accuracy" : 0.9676, "f1" : 0.9076, "falseNegative" : 6, "falsePositive" : 5, "precision" : 0.9153, "recall" : 0.9, "total" : 340, "trueNegative" : 275, "truePositive" : 54 }, "threshold" : 0.47 } }, "thresholdsAt95PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 0.9794, "f1" : 0.9402, "falseNegative" : 5, "falsePositive" : 2, "precision" : 0.9649, "recall" : 0.9167, "total" : 340, "trueNegative" : 278, "truePositive" : 55 }, "threshold" : 0.44 }, "zh-Hans" : { "metrics" : { "accuracy" : 0.9559, "f1" : 0.8624, "falseNegative" : 13, "falsePositive" : 2, "precision" : 0.9592, "recall" : 0.7833, "total" : 340, "trueNegative" : 278, "truePositive" : 47 }, "threshold" : 0.66 } } }, { "falseNegativeExamples" : [ { "confidence" : 0.5889, "family" : "schedule_negotiation", "id" : "random-20260826-en-schedule_negotiation-005", "language" : "en", "text" : "One more thing: The original slot is blocked for me; could we swap to late Friday afternoon?" }, { "confidence" : 0.5748, "family" : "information_question", "id" : "random-20260826-en-information_question-015", "language" : "en", "text" : "Quick check: who owns the final call on access activation?" }, { "confidence" : 0.5542, "family" : "schedule_negotiation", "id" : "random-20260826-en-schedule_negotiation-006", "language" : "en", "text" : "For the record, The original slot is blocked for me; could we swap to after lunch on Thursday?" }, { "confidence" : 0.5536, "family" : "schedule_negotiation", "id" : "random-20260826-en-schedule_negotiation-002", "language" : "en", "text" : "By the way, The original slot is blocked for me; could we swap to after lunch on Thursday?" }, { "confidence" : 0.4707, "family" : "schedule_negotiation", "id" : "random-20260826-en-schedule_negotiation-007", "language" : "en", "text" : "One more thing: The original slot is blocked for me; could we swap to first thing tomorrow?" } ], "falsePositiveExamples" : [ ], "id" : "question", "metrics" : { "accuracy" : 0.9471, "f1" : 0.8732, "falseNegative" : 36, "falsePositive" : 0, "precision" : 1, "recall" : 0.775, "total" : 680, "trueNegative" : 520, "truePositive" : 124 }, "metricsByLanguage" : { "en" : { "accuracy" : 0.9, "f1" : 0.7302, "falseNegative" : 34, "falsePositive" : 0, "precision" : 1, "recall" : 0.575, "total" : 340, "trueNegative" : 260, "truePositive" : 46 }, "zh-Hans" : { "accuracy" : 0.9941, "f1" : 0.9873, "falseNegative" : 2, "falsePositive" : 0, "precision" : 1, "recall" : 0.975, "total" : 340, "trueNegative" : 260, "truePositive" : 78 } }, "thresholdAt90Precision" : { "metrics" : { "accuracy" : 0.9735, "f1" : 0.943, "falseNegative" : 11, "falsePositive" : 7, "precision" : 0.9551, "recall" : 0.9313, "total" : 680, "trueNegative" : 513, "truePositive" : 149 }, "threshold" : 0.06 }, "thresholdAt95Precision" : { "metrics" : { "accuracy" : 0.9735, "f1" : 0.943, "falseNegative" : 11, "falsePositive" : 7, "precision" : 0.9551, "recall" : 0.9313, "total" : 680, "trueNegative" : 513, "truePositive" : 149 }, "threshold" : 0.06 }, "thresholdsAt90PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 0.9588, "f1" : 0.9079, "falseNegative" : 11, "falsePositive" : 3, "precision" : 0.9583, "recall" : 0.8625, "total" : 340, "trueNegative" : 257, "truePositive" : 69 }, "threshold" : 0.06 }, "zh-Hans" : { "metrics" : { "accuracy" : 1, "f1" : 1, "falseNegative" : 0, "falsePositive" : 0, "precision" : 1, "recall" : 1, "total" : 340, "trueNegative" : 260, "truePositive" : 80 }, "threshold" : 0.22 } }, "thresholdsAt95PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 0.9588, "f1" : 0.9079, "falseNegative" : 11, "falsePositive" : 3, "precision" : 0.9583, "recall" : 0.8625, "total" : 340, "trueNegative" : 257, "truePositive" : 69 }, "threshold" : 0.06 }, "zh-Hans" : { "metrics" : { "accuracy" : 1, "f1" : 1, "falseNegative" : 0, "falsePositive" : 0, "precision" : 1, "recall" : 1, "total" : 340, "trueNegative" : 260, "truePositive" : 80 }, "threshold" : 0.22 } } }, { "falseNegativeExamples" : [ { "confidence" : 0.7844, "family" : "fixed_invitation", "id" : "random-20260826-zh-Hans-fixed_invitation-003", "language" : "zh-Hans", "text" : "我给你留了位置,周六傍晚到楼下咖啡店碰面聊方案,能来不?" }, { "confidence" : 0.7624, "family" : "fixed_invitation", "id" : "random-20260826-zh-Hans-fixed_invitation-001", "language" : "zh-Hans", "text" : "简单说,我给你留了位置,今晚九点到园区北门参加庆功会,能来不?" }, { "confidence" : 0.7308, "family" : "fixed_invitation", "id" : "random-20260826-en-fixed_invitation-005", "language" : "en", "text" : "Just to add, I saved you a spot to meet to discuss the proposal Saturday evening at the client office; can you make it?" }, { "confidence" : 0.6802, "family" : "fixed_invitation", "id" : "random-20260826-zh-Hans-fixed_invitation-017", "language" : "zh-Hans", "text" : "刚想到,我给你留了位置,明天十点半到客户办公室碰面聊方案,能来不?" }, { "confidence" : 0.6404, "family" : "fixed_invitation", "id" : "random-20260826-en-fixed_invitation-007", "language" : "en", "text" : "For the record, I saved you a spot to join a small review tonight at nine at the online room; can you make it?" } ], "falsePositiveExamples" : [ ], "id" : "invitation", "metrics" : { "accuracy" : 0.9735, "f1" : 0.7097, "falseNegative" : 18, "falsePositive" : 0, "precision" : 1, "recall" : 0.55, "total" : 680, "trueNegative" : 640, "truePositive" : 22 }, "metricsByLanguage" : { "en" : { "accuracy" : 0.9676, "f1" : 0.6207, "falseNegative" : 11, "falsePositive" : 0, "precision" : 1, "recall" : 0.45, "total" : 340, "trueNegative" : 320, "truePositive" : 9 }, "zh-Hans" : { "accuracy" : 0.9794, "f1" : 0.7879, "falseNegative" : 7, "falsePositive" : 0, "precision" : 1, "recall" : 0.65, "total" : 340, "trueNegative" : 320, "truePositive" : 13 } }, "thresholdAt90Precision" : { "metrics" : { "accuracy" : 0.9941, "f1" : 0.95, "falseNegative" : 2, "falsePositive" : 2, "precision" : 0.95, "recall" : 0.95, "total" : 680, "trueNegative" : 638, "truePositive" : 38 }, "threshold" : 0.37 }, "thresholdAt95Precision" : { "metrics" : { "accuracy" : 0.9941, "f1" : 0.95, "falseNegative" : 2, "falsePositive" : 2, "precision" : 0.95, "recall" : 0.95, "total" : 680, "trueNegative" : 638, "truePositive" : 38 }, "threshold" : 0.37 }, "thresholdsAt90PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 1, "f1" : 1, "falseNegative" : 0, "falsePositive" : 0, "precision" : 1, "recall" : 1, "total" : 340, "trueNegative" : 320, "truePositive" : 20 }, "threshold" : 0.12 }, "zh-Hans" : { "metrics" : { "accuracy" : 0.9941, "f1" : 0.95, "falseNegative" : 1, "falsePositive" : 1, "precision" : 0.95, "recall" : 0.95, "total" : 340, "trueNegative" : 319, "truePositive" : 19 }, "threshold" : 0.4 } }, "thresholdsAt95PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 1, "f1" : 1, "falseNegative" : 0, "falsePositive" : 0, "precision" : 1, "recall" : 1, "total" : 340, "trueNegative" : 320, "truePositive" : 20 }, "threshold" : 0.12 }, "zh-Hans" : { "metrics" : { "accuracy" : 0.9941, "f1" : 0.95, "falseNegative" : 1, "falsePositive" : 1, "precision" : 0.95, "recall" : 0.95, "total" : 340, "trueNegative" : 319, "truePositive" : 19 }, "threshold" : 0.4 } } }, { "falseNegativeExamples" : [ { "confidence" : 0.802, "family" : "complaint_support", "id" : "random-20260826-zh-Hans-complaint_support-012", "language" : "zh-Hans", "text" : "对了,我已经重试三次,还是付款结果重复扣款,导致工作完全卡住。请问什么时候能处理?" }, { "confidence" : 0.7754, "family" : "complaint_support", "id" : "random-20260826-zh-Hans-complaint_support-015", "language" : "zh-Hans", "text" : "单独记一下,附件始终打不开到现在没解决,客户已经在催,能给一个明确答复吗?" }, { "confidence" : 0.7686, "family" : "complaint_support", "id" : "random-20260826-en-complaint_support-017", "language" : "en", "text" : "tracking has not moved for five days is still unresolved and I cannot continue. Can I get a clear answer?" }, { "confidence" : 0.7666, "family" : "complaint_support", "id" : "random-20260826-zh-Hans-complaint_support-010", "language" : "zh-Hans", "text" : "单独记一下,我已经重试三次,还是付款结果重复扣款,导致我无法继续操作。请问什么时候能处理?" }, { "confidence" : 0.7311, "family" : "complaint_support", "id" : "random-20260826-en-complaint_support-010", "language" : "en", "text" : "the account is locked again is still unresolved and delivery is now delayed. Can I get a clear answer?" } ], "falsePositiveExamples" : [ ], "id" : "complaint", "metrics" : { "accuracy" : 0.9618, "f1" : 0.5185, "falseNegative" : 26, "falsePositive" : 0, "precision" : 1, "recall" : 0.35, "total" : 680, "trueNegative" : 640, "truePositive" : 14 }, "metricsByLanguage" : { "en" : { "accuracy" : 0.9471, "f1" : 0.1818, "falseNegative" : 18, "falsePositive" : 0, "precision" : 1, "recall" : 0.1, "total" : 340, "trueNegative" : 320, "truePositive" : 2 }, "zh-Hans" : { "accuracy" : 0.9765, "f1" : 0.75, "falseNegative" : 8, "falsePositive" : 0, "precision" : 1, "recall" : 0.6, "total" : 340, "trueNegative" : 320, "truePositive" : 12 } }, "thresholdAt90Precision" : { "metrics" : { "accuracy" : 0.9721, "f1" : 0.7077, "falseNegative" : 17, "falsePositive" : 2, "precision" : 0.92, "recall" : 0.575, "total" : 680, "trueNegative" : 638, "truePositive" : 23 }, "threshold" : 0.61 }, "thresholdAt95Precision" : { "metrics" : { "accuracy" : 0.9706, "f1" : 0.6774, "falseNegative" : 19, "falsePositive" : 1, "precision" : 0.9545, "recall" : 0.525, "total" : 680, "trueNegative" : 639, "truePositive" : 21 }, "threshold" : 0.67 }, "thresholdsAt90PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 0.9588, "f1" : 0.4615, "falseNegative" : 14, "falsePositive" : 0, "precision" : 1, "recall" : 0.3, "total" : 340, "trueNegative" : 320, "truePositive" : 6 }, "threshold" : 0.61 }, "zh-Hans" : { "metrics" : { "accuracy" : 0.9853, "f1" : 0.8571, "falseNegative" : 5, "falsePositive" : 0, "precision" : 1, "recall" : 0.75, "total" : 340, "trueNegative" : 320, "truePositive" : 15 }, "threshold" : 0.72 } }, "thresholdsAt95PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 0.9588, "f1" : 0.4615, "falseNegative" : 14, "falsePositive" : 0, "precision" : 1, "recall" : 0.3, "total" : 340, "trueNegative" : 320, "truePositive" : 6 }, "threshold" : 0.61 }, "zh-Hans" : { "metrics" : { "accuracy" : 0.9853, "f1" : 0.8571, "falseNegative" : 5, "falsePositive" : 0, "precision" : 1, "recall" : 0.75, "total" : 340, "trueNegative" : 320, "truePositive" : 15 }, "threshold" : 0.72 } } }, { "falseNegativeExamples" : [ { "confidence" : 0.6518, "family" : "schedule_negotiation", "id" : "random-20260826-en-schedule_negotiation-018", "language" : "en", "text" : "By the way, The original slot is blocked for me; could we swap to next Monday afternoon?" }, { "confidence" : 0.6236, "family" : "schedule_negotiation", "id" : "random-20260826-en-schedule_negotiation-011", "language" : "en", "text" : "A quick note: The original slot is blocked for me; could we swap to Tuesday at 4:30?" }, { "confidence" : 0.5559, "family" : "schedule_negotiation", "id" : "random-20260826-en-schedule_negotiation-015", "language" : "en", "text" : "I cannot make tomorrow at 10:30. Would first thing tomorrow be workable instead?" }, { "confidence" : 0.5363, "family" : "schedule_negotiation", "id" : "random-20260826-en-schedule_negotiation-002", "language" : "en", "text" : "By the way, The original slot is blocked for me; could we swap to after lunch on Thursday?" }, { "confidence" : 0.5026, "family" : "schedule_negotiation", "id" : "random-20260826-en-schedule_negotiation-009", "language" : "en", "text" : "A quick note: The original slot is blocked for me; could we swap to late Friday afternoon?" } ], "falsePositiveExamples" : [ ], "id" : "scheduleNegotiation", "metrics" : { "accuracy" : 0.9647, "f1" : 0.5714, "falseNegative" : 24, "falsePositive" : 0, "precision" : 1, "recall" : 0.4, "total" : 680, "trueNegative" : 640, "truePositive" : 16 }, "metricsByLanguage" : { "en" : { "accuracy" : 0.9676, "f1" : 0.6207, "falseNegative" : 11, "falsePositive" : 0, "precision" : 1, "recall" : 0.45, "total" : 340, "trueNegative" : 320, "truePositive" : 9 }, "zh-Hans" : { "accuracy" : 0.9618, "f1" : 0.5185, "falseNegative" : 13, "falsePositive" : 0, "precision" : 1, "recall" : 0.35, "total" : 340, "trueNegative" : 320, "truePositive" : 7 } }, "thresholdAt90Precision" : { "metrics" : { "accuracy" : 0.9603, "f1" : 0.5091, "falseNegative" : 26, "falsePositive" : 1, "precision" : 0.9333, "recall" : 0.35, "total" : 680, "trueNegative" : 639, "truePositive" : 14 }, "threshold" : 0.65 }, "thresholdAt95Precision" : { "metrics" : { "accuracy" : 0.9588, "f1" : 0.4615, "falseNegative" : 28, "falsePositive" : 0, "precision" : 1, "recall" : 0.3, "total" : 680, "trueNegative" : 640, "truePositive" : 12 }, "threshold" : 0.68 }, "thresholdsAt90PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 0.9676, "f1" : 0.6452, "falseNegative" : 10, "falsePositive" : 1, "precision" : 0.9091, "recall" : 0.5, "total" : 340, "trueNegative" : 319, "truePositive" : 10 }, "threshold" : 0.65 }, "zh-Hans" : { "metrics" : { "accuracy" : 0.9765, "f1" : 0.75, "falseNegative" : 8, "falsePositive" : 0, "precision" : 1, "recall" : 0.6, "total" : 340, "trueNegative" : 320, "truePositive" : 12 }, "threshold" : 0.28 } }, "thresholdsAt95PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 0.9676, "f1" : 0.6207, "falseNegative" : 11, "falsePositive" : 0, "precision" : 1, "recall" : 0.45, "total" : 340, "trueNegative" : 320, "truePositive" : 9 }, "threshold" : 0.68 }, "zh-Hans" : { "metrics" : { "accuracy" : 0.9765, "f1" : 0.75, "falseNegative" : 8, "falsePositive" : 0, "precision" : 1, "recall" : 0.6, "total" : 340, "trueNegative" : 320, "truePositive" : 12 }, "threshold" : 0.28 } } }, { "falseNegativeExamples" : [ { "confidence" : 0.7057, "family" : "confirmation_decision", "id" : "random-20260826-en-confirmation_decision-005", "language" : "en", "text" : "The main point is this: No more comparisons: choose the offline resolution and use it as the final direction." }, { "confidence" : 0.6984, "family" : "confirmation_decision", "id" : "random-20260826-en-confirmation_decision-004", "language" : "en", "text" : "One more thing: I formally approve the lightweight version; start the next steps by tomorrow evening." }, { "confidence" : 0.6851, "family" : "confirmation_decision", "id" : "random-20260826-zh-Hans-confirmation_decision-015", "language" : "zh-Hans", "text" : "对了,不用再比较了,就选季度结算,后续都按这个口径走。" }, { "confidence" : 0.6688, "family" : "confirmation_decision", "id" : "random-20260826-zh-Hans-confirmation_decision-001", "language" : "zh-Hans", "text" : "还有一件事,我正式确认供应商丙,请明晚之前启动后续安排。" }, { "confidence" : 0.6408, "family" : "confirmation_decision", "id" : "random-20260826-en-confirmation_decision-013", "language" : "en", "text" : "For the record, No more comparisons: choose a limited rollout first and use it as the final direction." } ], "falsePositiveExamples" : [ { "confidence" : 0.9098, "family" : "neutral_fact", "id" : "random-20260826-en-neutral_fact-015", "language" : "en", "text" : "For context, The reference page states that the current version is 2.1." } ], "id" : "confirmationDecision", "metrics" : { "accuracy" : 0.9779, "f1" : 0.7761, "falseNegative" : 14, "falsePositive" : 1, "precision" : 0.963, "recall" : 0.65, "total" : 680, "trueNegative" : 639, "truePositive" : 26 }, "metricsByLanguage" : { "en" : { "accuracy" : 0.9794, "f1" : 0.8, "falseNegative" : 6, "falsePositive" : 1, "precision" : 0.9333, "recall" : 0.7, "total" : 340, "trueNegative" : 319, "truePositive" : 14 }, "zh-Hans" : { "accuracy" : 0.9765, "f1" : 0.75, "falseNegative" : 8, "falsePositive" : 0, "precision" : 1, "recall" : 0.6, "total" : 340, "trueNegative" : 320, "truePositive" : 12 } }, "thresholdAt90Precision" : { "metrics" : { "accuracy" : 0.9882, "f1" : 0.8974, "falseNegative" : 5, "falsePositive" : 3, "precision" : 0.9211, "recall" : 0.875, "total" : 680, "trueNegative" : 637, "truePositive" : 35 }, "threshold" : 0.48 }, "thresholdAt95Precision" : { "metrics" : { "accuracy" : 0.9824, "f1" : 0.8286, "falseNegative" : 11, "falsePositive" : 1, "precision" : 0.9667, "recall" : 0.725, "total" : 680, "trueNegative" : 639, "truePositive" : 29 }, "threshold" : 0.68 }, "thresholdsAt90PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 0.9882, "f1" : 0.9, "falseNegative" : 2, "falsePositive" : 2, "precision" : 0.9, "recall" : 0.9, "total" : 340, "trueNegative" : 318, "truePositive" : 18 }, "threshold" : 0.57 }, "zh-Hans" : { "metrics" : { "accuracy" : 0.9912, "f1" : 0.9189, "falseNegative" : 3, "falsePositive" : 0, "precision" : 1, "recall" : 0.85, "total" : 340, "trueNegative" : 320, "truePositive" : 17 }, "threshold" : 0.43 } }, "thresholdsAt95PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 0.9588, "f1" : 0.4615, "falseNegative" : 14, "falsePositive" : 0, "precision" : 1, "recall" : 0.3, "total" : 340, "trueNegative" : 320, "truePositive" : 6 }, "threshold" : 0.91 }, "zh-Hans" : { "metrics" : { "accuracy" : 0.9912, "f1" : 0.9189, "falseNegative" : 3, "falsePositive" : 0, "precision" : 1, "recall" : 0.85, "total" : 340, "trueNegative" : 320, "truePositive" : 17 }, "threshold" : 0.43 } } }, { "falseNegativeExamples" : [ { "confidence" : 0.6584, "family" : "task_next_action", "id" : "random-20260826-zh-Hans-task_next_action-001", "language" : "zh-Hans", "text" : "顺便提一句,下一步由你整理交付清单,请在午休前交给设计同学。" }, { "confidence" : 0.6132, "family" : "task_next_action", "id" : "random-20260826-zh-Hans-task_next_action-018", "language" : "zh-Hans", "text" : "补充一下,下一步由你整理复盘摘要,请在午休前交给设计同学。" }, { "confidence" : 0.5828, "family" : "task_next_action", "id" : "random-20260826-zh-Hans-task_next_action-006", "language" : "zh-Hans", "text" : "简单说,下一步由你整理预算备注,请在午休前交给设计同学。" }, { "confidence" : 0.5773, "family" : "task_next_action", "id" : "random-20260826-zh-Hans-task_next_action-005", "language" : "zh-Hans", "text" : "下一步由你整理交付清单,请在明晚之前交给财务。" }, { "confidence" : 0.5765, "family" : "task_next_action", "id" : "random-20260826-zh-Hans-task_next_action-012", "language" : "zh-Hans", "text" : "还有一件事,下一步由你整理预算备注,请在明晚之前交给设计同学。" } ], "falsePositiveExamples" : [ { "confidence" : 0.9127, "family" : "vague_future_boundary", "id" : "random-20260826-zh-Hans-vague_future_boundary-016", "language" : "zh-Hans", "text" : "补充一下,哪天有心情再找医生聊下一步安排吧。" }, { "confidence" : 0.8991, "family" : "vague_future_boundary", "id" : "random-20260826-zh-Hans-vague_future_boundary-011", "language" : "zh-Hans", "text" : "另外,哪天有心情再找法务聊下一步安排吧。" }, { "confidence" : 0.8202, "family" : "information_question", "id" : "random-20260826-en-information_question-009", "language" : "en", "text" : "Quick check: who owns the final call on the release?" }, { "confidence" : 0.7834, "family" : "information_question", "id" : "random-20260826-en-information_question-008", "language" : "en", "text" : "In short, Quick check: who owns the final call on the release?" } ], "id" : "followUpReminder", "metrics" : { "accuracy" : 0.9706, "f1" : 0.9123, "falseNegative" : 16, "falsePositive" : 4, "precision" : 0.963, "recall" : 0.8667, "total" : 680, "trueNegative" : 556, "truePositive" : 104 }, "metricsByLanguage" : { "en" : { "accuracy" : 0.9941, "f1" : 0.9836, "falseNegative" : 0, "falsePositive" : 2, "precision" : 0.9677, "recall" : 1, "total" : 340, "trueNegative" : 278, "truePositive" : 60 }, "zh-Hans" : { "accuracy" : 0.9471, "f1" : 0.8302, "falseNegative" : 16, "falsePositive" : 2, "precision" : 0.9565, "recall" : 0.7333, "total" : 340, "trueNegative" : 278, "truePositive" : 44 } }, "thresholdAt90Precision" : { "metrics" : { "accuracy" : 0.9706, "f1" : 0.9174, "falseNegative" : 9, "falsePositive" : 11, "precision" : 0.9098, "recall" : 0.925, "total" : 680, "trueNegative" : 549, "truePositive" : 111 }, "threshold" : 0.4 }, "thresholdAt95Precision" : { "metrics" : { "accuracy" : 0.9706, "f1" : 0.9123, "falseNegative" : 16, "falsePositive" : 4, "precision" : 0.963, "recall" : 0.8667, "total" : 680, "trueNegative" : 556, "truePositive" : 104 }, "threshold" : 0.73 }, "thresholdsAt90PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 1, "f1" : 1, "falseNegative" : 0, "falsePositive" : 0, "precision" : 1, "recall" : 1, "total" : 340, "trueNegative" : 280, "truePositive" : 60 }, "threshold" : 0.83 }, "zh-Hans" : { "metrics" : { "accuracy" : 0.9706, "f1" : 0.918, "falseNegative" : 4, "falsePositive" : 6, "precision" : 0.9032, "recall" : 0.9333, "total" : 340, "trueNegative" : 274, "truePositive" : 56 }, "threshold" : 0.29 } }, "thresholdsAt95PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 1, "f1" : 1, "falseNegative" : 0, "falsePositive" : 0, "precision" : 1, "recall" : 1, "total" : 340, "trueNegative" : 280, "truePositive" : 60 }, "threshold" : 0.83 }, "zh-Hans" : { "metrics" : { "accuracy" : 0.9471, "f1" : 0.8302, "falseNegative" : 16, "falsePositive" : 2, "precision" : 0.9565, "recall" : 0.7333, "total" : 340, "trueNegative" : 278, "truePositive" : 44 }, "threshold" : 0.73 } } }, { "falseNegativeExamples" : [ { "confidence" : 0.7472, "family" : "task_next_action", "id" : "random-20260826-en-task_next_action-004", "language" : "en", "text" : "The main point is this: Your next action is to prepare the delivery checklist before the next review for Operations." }, { "confidence" : 0.7332, "family" : "follow_up_instruction", "id" : "random-20260826-en-follow_up_instruction-018", "language" : "en", "text" : "One more thing: Once the payment lands, check with the landlord the next day about the final decision." }, { "confidence" : 0.7327, "family" : "positive_feedback", "id" : "random-20260826-zh-Hans-positive_feedback-017", "language" : "zh-Hans", "text" : "单独记一下,必须夸一下,处理结果超出预期,谢谢你们。" }, { "confidence" : 0.6852, "family" : "conversation", "id" : "random-20260826-en-conversation-006", "language" : "en", "text" : "For context, Just letting you know, I finally wrapped up today; we can talk later." }, { "confidence" : 0.6811, "family" : "conversation", "id" : "random-20260826-zh-Hans-conversation-001", "language" : "zh-Hans", "text" : "简单说,刚看到你发的照片,突然想到你可能会想知道。" } ], "falsePositiveExamples" : [ { "confidence" : 0.9917, "family" : "negative_news", "id" : "random-20260826-en-negative_news-006", "language" : "en", "text" : "By the way, Data shows that many flights were delayed overnight, with no request for support." }, { "confidence" : 0.9892, "family" : "follow_up_personal_reminder", "id" : "random-20260826-zh-Hans-follow_up_personal_reminder-004", "language" : "zh-Hans", "text" : "刚想到,个人备忘:提醒我两个工作日内联系客户经理,追一下到账情况。" }, { "confidence" : 0.9856, "family" : "vague_future_boundary", "id" : "random-20260826-zh-Hans-vague_future_boundary-010", "language" : "zh-Hans", "text" : "刚想到,哪天有心情再找客户经理聊交付日期吧。" }, { "confidence" : 0.9801, "family" : "vague_future_boundary", "id" : "random-20260826-zh-Hans-vague_future_boundary-006", "language" : "zh-Hans", "text" : "刚想到,哪天有心情再找医生聊交付日期吧。" }, { "confidence" : 0.9663, "family" : "vague_future_boundary", "id" : "random-20260826-zh-Hans-vague_future_boundary-013", "language" : "zh-Hans", "text" : "对了,哪天有心情再找法务聊下一步安排吧。" } ], "id" : "replyableMessage", "metrics" : { "accuracy" : 0.9279, "f1" : 0.9387, "falseNegative" : 25, "falsePositive" : 24, "precision" : 0.9398, "recall" : 0.9375, "total" : 680, "trueNegative" : 256, "truePositive" : 375 }, "metricsByLanguage" : { "en" : { "accuracy" : 0.9059, "f1" : 0.9192, "falseNegative" : 18, "falsePositive" : 14, "precision" : 0.9286, "recall" : 0.91, "total" : 340, "trueNegative" : 126, "truePositive" : 182 }, "zh-Hans" : { "accuracy" : 0.95, "f1" : 0.9578, "falseNegative" : 7, "falsePositive" : 10, "precision" : 0.9507, "recall" : 0.965, "total" : 340, "trueNegative" : 130, "truePositive" : 193 } }, "thresholdAt90Precision" : { "metrics" : { "accuracy" : 0.9412, "f1" : 0.952, "falseNegative" : 3, "falsePositive" : 37, "precision" : 0.9147, "recall" : 0.9925, "total" : 680, "trueNegative" : 243, "truePositive" : 397 }, "threshold" : 0.46 }, "thresholdAt95Precision" : { "metrics" : { "accuracy" : 0.8941, "f1" : 0.9055, "falseNegative" : 55, "falsePositive" : 17, "precision" : 0.953, "recall" : 0.8625, "total" : 680, "trueNegative" : 263, "truePositive" : 345 }, "threshold" : 0.87 }, "thresholdsAt90PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 0.9382, "f1" : 0.9501, "falseNegative" : 0, "falsePositive" : 21, "precision" : 0.905, "recall" : 1, "total" : 340, "trueNegative" : 119, "truePositive" : 200 }, "threshold" : 0.46 }, "zh-Hans" : { "metrics" : { "accuracy" : 0.9324, "f1" : 0.9451, "falseNegative" : 2, "falsePositive" : 21, "precision" : 0.9041, "recall" : 0.99, "total" : 340, "trueNegative" : 119, "truePositive" : 198 }, "threshold" : 0.32 } }, "thresholdsAt95PrecisionByLanguage" : { "en" : { "metrics" : { "accuracy" : 0.8441, "f1" : 0.854, "falseNegative" : 45, "falsePositive" : 8, "precision" : 0.9509, "recall" : 0.775, "total" : 340, "trueNegative" : 132, "truePositive" : 155 }, "threshold" : 0.87 }, "zh-Hans" : { "metrics" : { "accuracy" : 0.95, "f1" : 0.9578, "falseNegative" : 7, "falsePositive" : 10, "precision" : 0.9507, "recall" : 0.965, "total" : 340, "trueNegative" : 130, "truePositive" : 193 }, "threshold" : 0.77 } } } ], "corpusRecordCount" : 680, "exactTrainingOverlapCount" : 0, "familyCount" : 17, "generatedAt" : "2026-08-27T01:15:13Z", "languageCounts" : { "en" : 340, "zh-Hans" : 340 }, "manifestSchemaVersion" : 2, "seed" : 20260826, "sentiment" : { "accuracy" : 0.8353, "correct" : 568, "macroF1" : 0.6994, "perLabelF1" : { "negative" : 0.5841, "neutral" : 0.9428, "positive" : 0.5714 }, "total" : 680, "unknown" : 90, "unknownRate" : 0.1324 } }