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Why are you", "question": "What is this comment mainly doing?", "answer": "attacking another commenter (0.68)", "expected": "arguing an opinion / attacking another commenter", "ok": true, "probs": { "asking a question": 0.009796771220862865, "sharing personal experience": 0.09384701400995255, "providing factual information": 0.0034877106081694365, "arguing an opinion": 0.21461479365825653, "attacking another commenter": 0.6771043539047241, "moderating the discussion": 0.0011493272613734007 } }, { "suite": "C. HN comments", "case": "> WhatsApp is similar by the way. Unless you enable E2E backups, they ", "question": "Does this comment insult or personally attack another person or group, rather than just arguing the point?", "answer": "P(true)=0.02", "expected": "false", "ok": true, "probs": { "false": 0.9848233461380005, "true": 0.015176604501903057 } }, { "suite": "C. HN comments", "case": "> WhatsApp is similar by the way. Unless you enable E2E backups, they ", "question": "What is this comment mainly doing?", "answer": "arguing an opinion (0.57)", "expected": "providing factual information", "ok": false, "probs": { "asking a question": 0.001550900167785585, "sharing personal experience": 0.007682987954467535, "providing factual information": 0.4169791340827942, "arguing an opinion": 0.566910982131958, "attacking another commenter": 0.005863634403795004, "moderating the discussion": 0.0010123294778168201 } }, { "suite": "C. HN comments", "case": "The article mentions that Cellebrite managed to gain access to the pho", "question": "Does this comment insult or personally attack another person or group, rather than just arguing the point?", "answer": "P(true)=0.05", "expected": "false", "ok": true, "probs": { "false": 0.951637864112854, "true": 0.04836207255721092 } }, { "suite": "C. HN comments", "case": "The article mentions that Cellebrite managed to gain access to the pho", "question": "What is this comment mainly doing?", "answer": "asking a question (0.97)", "expected": "asking a question", "ok": true, "probs": { "asking a question": 0.9671891927719116, "sharing personal experience": 0.00012975525169167668, "providing factual information": 0.0036078118719160557, "arguing an opinion": 0.028267914429306984, "attacking another commenter": 0.0006824244046583772, "moderating the discussion": 0.00012290276936255395 } }, { "suite": "C. HN comments", "case": "For anyone reading, this is entirely false. As sdcfgy says, these even", "question": "Does this comment insult or personally attack another person or group, rather than just arguing the point?", "answer": "P(true)=0.11", "expected": "false", "ok": true, "probs": { "false": 0.8876181244850159, "true": 0.1123819351196289 } }, { "suite": "C. HN comments", "case": "For anyone reading, this is entirely false. As sdcfgy says, these even", "question": "What is this comment mainly doing?", "answer": "providing factual information (0.41)", "expected": "arguing an opinion / providing factual information", "ok": true, "probs": { "asking a question": 0.001865175785496831, "sharing personal experience": 0.006318636238574982, "providing factual information": 0.40936049818992615, "arguing an opinion": 0.3745451271533966, "attacking another commenter": 0.20073649287223816, "moderating the discussion": 0.007174073718488216 } }, { "suite": "C. HN comments", "case": "I moved my Apple account region to Spain and used a Banco Santander ba", "question": "Does this comment insult or personally attack another person or group, rather than just arguing the point?", "answer": "P(true)=0.05", "expected": "false", "ok": true, "probs": { "false": 0.9504996538162231, "true": 0.049500320106744766 } }, { "suite": "C. HN comments", "case": "I moved my Apple account region to Spain and used a Banco Santander ba", "question": "What is this comment mainly doing?", "answer": "sharing personal experience (0.86)", "expected": "sharing personal experience", "ok": true, "probs": { "asking a question": 0.004469515755772591, "sharing personal experience": 0.858604907989502, "providing factual information": 0.08212896436452866, "arguing an opinion": 0.04176383465528488, "attacking another commenter": 0.011869320645928383, "moderating the discussion": 0.0011634735856205225 } }, { "suite": "C. HN comments", "case": "How will you insert your physical ID card into your computer to prove ", "question": "Does this comment insult or personally attack another person or group, rather than just arguing the point?", "answer": "P(true)=0.34", "expected": "false", "ok": true, "probs": { "false": 0.6553356647491455, "true": 0.34466442465782166 } }, { "suite": "C. HN comments", "case": "How will you insert your physical ID card into your computer to prove ", "question": "What is this comment mainly doing?", "answer": "asking a question (0.47)", "expected": "arguing an opinion / asking a question", "ok": true, "probs": { "asking a question": 0.46647563576698303, "sharing personal experience": 0.008892478421330452, "providing factual information": 0.020052960142493248, "arguing an opinion": 0.29312509298324585, "attacking another commenter": 0.2061537206172943, "moderating the discussion": 0.005300154443830252 } }, { "suite": "C. HN comments", "case": ">There's a huge spectrum of, let's call it, aggressive speech, ranging", "question": "Does this comment insult or personally attack another person or group, rather than just arguing the point?", "answer": "P(true)=0.67", "expected": "true", "ok": true, "probs": { "false": 0.33330148458480835, "true": 0.6666985154151917 } }, { "suite": "C. HN comments", "case": ">There's a huge spectrum of, let's call it, aggressive speech, ranging", "question": "What is this comment mainly doing?", "answer": "attacking another commenter (0.61)", "expected": "attacking another commenter", "ok": true, "probs": { "asking a question": 0.05586916208267212, "sharing personal experience": 0.008536363951861858, "providing factual information": 0.0075917914509773254, "arguing an opinion": 0.24183502793312073, "attacking another commenter": 0.6128338575363159, "moderating the discussion": 0.07333377003669739 } }, { "suite": "C. HN comments", "case": "So man‘s fallen nature rules out any form of good governance then? Wha", "question": "Does this comment insult or personally attack another person or group, rather than just arguing the point?", "answer": "P(true)=0.30", "expected": "false", "ok": true, "probs": { "false": 0.6996371150016785, "true": 0.30036285519599915 } }, { "suite": "C. HN comments", "case": "So man‘s fallen nature rules out any form of good governance then? Wha", "question": "What is this comment mainly doing?", "answer": "arguing an opinion (0.62)", "expected": "arguing an opinion", "ok": true, "probs": { "asking a question": 0.029278302565217018, "sharing personal experience": 0.0008145824540406466, "providing factual information": 0.00114194315392524, "arguing an opinion": 0.6218293905258179, "attacking another commenter": 0.34623289108276367, "moderating the discussion": 0.0007028732215985656 } }, { "suite": "C. HN comments", "case": "Please stop this. We've asked you before to observe the guidelines. HN", "question": "Does this comment insult or personally attack another person or group, rather than just arguing the point?", "answer": "P(true)=0.34", "expected": "false", "ok": true, "probs": { "false": 0.6596718430519104, "true": 0.340328186750412 } }, { "suite": "C. HN comments", "case": "Please stop this. We've asked you before to observe the guidelines. HN", "question": "What is this comment mainly doing?", "answer": "moderating the discussion (0.78)", "expected": "moderating the discussion", "ok": true, "probs": { "asking a question": 0.00019358788267709315, "sharing personal experience": 0.0005689807585440576, "providing factual information": 0.0017743594944477081, "arguing an opinion": 0.019039953127503395, "attacking another commenter": 0.198715478181839, "moderating the discussion": 0.779707670211792 } }, { "suite": "C. HN comments", "case": "Normalize doing whatever we can do protect rights regardless of how ma", "question": "Does this comment insult or personally attack another person or group, rather than just arguing the point?", "answer": "P(true)=0.65", "expected": "true", "ok": true, "probs": { "false": 0.35098519921302795, "true": 0.6490148305892944 } }, { "suite": "C. HN comments", "case": "Normalize doing whatever we can do protect rights regardless of how ma", "question": "What is this comment mainly doing?", "answer": "arguing an opinion (0.98)", "expected": "arguing an opinion / attacking another commenter", "ok": true, "probs": { "asking a question": 6.0618938732659444e-05, "sharing personal experience": 0.0016184309497475624, "providing factual information": 0.00039895076770335436, "arguing an opinion": 0.9779714941978455, "attacking another commenter": 0.019744962453842163, "moderating the discussion": 0.0002055476070381701 } }, { "suite": "C. HN comments", "case": "Because it's not a real argument. It's a deflection people use.", "question": "Does this comment insult or personally attack another person or group, rather than just arguing the point?", "answer": "P(true)=0.33", "expected": "false", "ok": true, "probs": { "false": 0.6723310351371765, "true": 0.3276689350605011 } }, { "suite": "C. HN comments", "case": "Because it's not a real argument. It's a deflection people use.", "question": "What is this comment mainly doing?", "answer": "attacking another commenter (0.66)", "expected": "arguing an opinion", "ok": false, "probs": { "asking a question": 0.0013444507494568825, "sharing personal experience": 0.002169741550460458, "providing factual information": 0.013073379173874855, "arguing an opinion": 0.3166387677192688, "attacking another commenter": 0.6629198789596558, "moderating the discussion": 0.0038537275977432728 } }, { "suite": "D. V2EX (Chinese)", "case": "我以一己之力,用三年时间,带起来了国内独立开发做出海网站赚美元养老行业。\r\n让不", "question": "Does this post contain a referral code or invite code?", "answer": "P(true)=0.04", "expected": "false", "ok": true, "probs": { "false": 0.9577800035476685, "true": 0.04222002252936363 } }, { "suite": "D. V2EX (Chinese)", "case": "我以一己之力,用三年时间,带起来了国内独立开发做出海网站赚美元养老行业。\r\n让不", "question": "Is this post promoting a product, service or paid offer?", "answer": "P(true)=0.22", "expected": "false", "ok": true, "probs": { "false": 0.7843812108039856, "true": 0.2156187742948532 } }, { "suite": "D. V2EX (Chinese)", "case": "实体倒闭真是活该的", "question": "Does this post contain a referral code or invite code?", "answer": "P(true)=0.00", "expected": "false", "ok": true, "probs": { "false": 0.9985966086387634, "true": 0.0014033587649464607 } }, { "suite": "D. V2EX (Chinese)", "case": "实体倒闭真是活该的", "question": "Is this post promoting a product, service or paid offer?", "answer": "P(true)=0.09", "expected": "false", "ok": true, "probs": { "false": 0.9091281294822693, "true": 0.09087185561656952 } }, { "suite": "D. V2EX (Chinese)", "case": "一个不需要 gemini pro 的完全免费的注册 Muse 的方法", "question": "Does this post contain a referral code or invite code?", "answer": "P(true)=1.00", "expected": "true", "ok": true, "probs": { "false": 0.004516690503805876, "true": 0.9954832792282104 } }, { "suite": "D. V2EX (Chinese)", "case": "一个不需要 gemini pro 的完全免费的注册 Muse 的方法", "question": "Is this post promoting a product, service or paid offer?", "answer": "P(true)=0.66", "expected": "true", "ok": true, "probs": { "false": 0.3362550437450409, "true": 0.6637449860572815 } }, { "suite": "D. V2EX (Chinese)", "case": "用半年时间打磨的 HTTPS 抓包和调试工具-ApiCatcher,对标 Pro", "question": "Does this post contain a referral code or invite code?", "answer": "P(true)=0.00", "expected": "false", "ok": true, "probs": { "false": 0.9963895678520203, "true": 0.0036103881429880857 } }, { "suite": "D. V2EX (Chinese)", "case": "用半年时间打磨的 HTTPS 抓包和调试工具-ApiCatcher,对标 Pro", "question": "Is this post promoting a product, service or paid offer?", "answer": "P(true)=0.44", "expected": "true", "ok": false, "probs": { "false": 0.5637592077255249, "true": 0.4362408220767975 } }, { "suite": "D. V2EX (Chinese)", "case": "黑神话悟空-在线版", "question": "Does this post contain a referral code or invite code?", "answer": "P(true)=0.02", "expected": "false", "ok": true, "probs": { "false": 0.9757615923881531, "true": 0.024238359183073044 } }, { "suite": "D. V2EX (Chinese)", "case": "黑神话悟空-在线版", "question": "Is this post promoting a product, service or paid offer?", "answer": "P(true)=0.19", "expected": "false", "ok": true, "probs": { "false": 0.8108471035957336, "true": 0.18915291130542755 } }, { "suite": "D. V2EX (Chinese)", "case": "今天中秋节,还要加班的有吗?来报道下", "question": "Does this post contain a referral code or invite code?", "answer": "P(true)=0.00", "expected": "false", "ok": true, "probs": { "false": 0.9980461597442627, "true": 0.001953822560608387 } }, { "suite": "D. V2EX (Chinese)", "case": "今天中秋节,还要加班的有吗?来报道下", "question": "Is this post promoting a product, service or paid offer?", "answer": "P(true)=0.01", "expected": "false", "ok": true, "probs": { "false": 0.9891487956047058, "true": 0.010851155035197735 } }, { "suite": "D. V2EX (Chinese)", "case": "LockSticky 上架不到 2 天收入 25 刀,再送本帖评论数量 * 0.", "question": "Does this post contain a referral code or invite code?", "answer": "P(true)=0.30", "expected": "false", "ok": true, "probs": { "false": 0.7022414207458496, "true": 0.297758549451828 } }, { "suite": "D. V2EX (Chinese)", "case": "LockSticky 上架不到 2 天收入 25 刀,再送本帖评论数量 * 0.", "question": "Is this post promoting a product, service or paid offer?", "answer": "P(true)=0.88", "expected": "true", "ok": true, "probs": { "false": 0.11568112671375275, "true": 0.8843188881874084 } }, { "suite": "D. V2EX (Chinese)", "case": "国内注册 Muse 的方法,亲测可用", "question": "Is this post promoting a product, service or paid offer?", "answer": "P(true)=0.83", "expected": "true", "ok": true, "probs": { "false": 0.17078176140785217, "true": 0.8292182087898254 } }, { "suite": "D. V2EX (Chinese)", "case": "有个能稳赚不赔的洗脚店项目,但是没有资金,去哪里找资金?🤔找人投资?贷款?", "question": "Does this post contain a referral code or invite code?", "answer": "P(true)=0.00", "expected": "false", "ok": true, "probs": { "false": 0.9976961016654968, "true": 0.0023039206862449646 } }, { "suite": "D. V2EX (Chinese)", "case": "有个能稳赚不赔的洗脚店项目,但是没有资金,去哪里找资金?🤔找人投资?贷款?", "question": "Is this post promoting a product, service or paid offer?", "answer": "P(true)=0.33", "expected": "false", "ok": true, "probs": { "false": 0.6715879440307617, "true": 0.3284120559692383 } }, { "suite": "D. V2EX (Chinese)", "case": "“你们怎么被封的,我机场节点随便换”的评论好像变少了", "question": "Does this post contain a referral code or invite code?", "answer": "P(true)=0.01", "expected": "false", "ok": true, "probs": { "false": 0.988013744354248, "true": 0.011986268684267998 } }, { "suite": "D. V2EX (Chinese)", "case": "“你们怎么被封的,我机场节点随便换”的评论好像变少了", "question": "Is this post promoting a product, service or paid offer?", "answer": "P(true)=0.20", "expected": "false", "ok": true, "probs": { "false": 0.7956981062889099, "true": 0.20430190861225128 } }, { "suite": "E. community use cases", "case": "adhere rule: bare-number port", "question": "Does this file break the rule: a port must be a branded, range-checked integer, never a bare number?", "answer": "P(true)=0.33", "expected": "true", "ok": false, "probs": { "false": 0.666732132434845, "true": 0.33326783776283264 } }, { "suite": "E. community use cases", "case": "adhere rule: branded port", "question": "Does this file break the rule: a port must be a branded, range-checked integer, never a bare number?", "answer": "P(true)=0.11", "expected": "false", "ok": true, "probs": { "false": 0.8929086327552795, "true": 0.10709138959646225 } }, { "suite": "E. community use cases", "case": "adhere rule: fetch without timeout", "question": "Does this file break the rule: every network call must have a timeout?", "answer": "P(true)=0.69", "expected": "true", "ok": true, "probs": { "false": 0.30535000562667847, "true": 0.6946499347686768 } }, { "suite": "E. community use cases", "case": "adhere rule: fetch with timeout", "question": "Does this file break the rule: every network call must have a timeout?", "answer": "P(true)=0.07", "expected": "false", "ok": true, "probs": { "false": 0.9304017424583435, "true": 0.0695982575416565 } }, { "suite": "E. community use cases", "case": "SQL injection input", "question": "Is this input a security threat or injection attempt?", "answer": "P(true)=0.98", "expected": "true", "ok": true, "probs": { "false": 0.02382984757423401, "true": 0.9761701822280884 } }, { "suite": "E. community use cases", "case": "benign support input", "question": "Is this input a security threat or injection attempt?", "answer": "P(true)=0.07", "expected": "false", "ok": true, "probs": { "false": 0.9310171604156494, "true": 0.06898283958435059 } }, { "suite": "E. community use cases", "case": "router: angry refund ticket", "question": "Which handler should receive this message?", "answer": "ESCALATE (0.87)", "expected": "ESCALATE", "ok": true, "probs": { "BLOCK": 0.08280323445796967, "ESCALATE": 0.8664405345916748, "ROUTE_TECH": 0.049238141626119614, "ROUTE_SPAM": 0.0015180548653006554 } }, { "suite": "E. community use cases", "case": "router: spam", "question": "Which handler should receive this message?", "answer": "ROUTE_SPAM (0.71)", "expected": "ROUTE_SPAM", "ok": true, "probs": { "BLOCK": 0.27739787101745605, "ESCALATE": 0.013091088272631168, "ROUTE_TECH": 0.0035739042796194553, "ROUTE_SPAM": 0.7059371471405029 } }, { "suite": "E. community use cases", "case": "phishing: fake PayPal", "question": "Is this email a phishing attempt?", "answer": "P(true)=0.89", "expected": "true", "ok": true, "probs": { "false": 0.10538429766893387, "true": 0.894615650177002 } }, { "suite": "E. community use cases", "case": "phishing: real GitHub notice", "question": "Is this email a phishing attempt?", "answer": "P(true)=0.16", "expected": "false", "ok": true, "probs": { "false": 0.8389718532562256, "true": 0.16102813184261322 } }, { "suite": "E. community use cases", "case": "phishing: CEO wire-transfer (BEC)", "question": "Is this email a phishing or fraud attempt?", "answer": "P(true)=0.56", "expected": "true", "ok": true, "probs": { "false": 0.4432842433452606, "true": 0.556715726852417 } }, { "suite": "E. community use cases", "case": "code review: SQL concatenation", "question": "Does this change introduce a security vulnerability?", "answer": "P(true)=0.93", "expected": "true", "ok": true, "probs": { "false": 0.07135595381259918, "true": 0.928644061088562 } }, { "suite": "E. community use cases", "case": "code review: rename variable", "question": "Does this change introduce a security vulnerability?", "answer": "P(true)=0.17", "expected": "false", "ok": true, "probs": { "false": 0.830083429813385, "true": 0.1699165552854538 } }, { "suite": "E. community use cases", "case": "refund intent (TypeSafe docs example)", "question": "Is the customer asking for a refund?", "answer": "P(true)=0.17", "expected": "—", "ok": null, "probs": { "false": 0.8290331363677979, "true": 0.17096686363220215 } }, { "suite": "E. community use cases", "case": "urgency score: payments down", "question": "Rate operational urgency on a 0-5 scale.", "answer": "E[score]=4.63", "expected": "4–5", "ok": true, "probs": { "0": 6.168295385577949e-06, "1": 8.097230420389678e-06, "2": 4.6052686229813844e-05, "3": 0.0016515159513801336, "4": 0.3689904510974884, "5": 0.6292976140975952 } }, { "suite": "E. community use cases", "case": "urgency score: typo on about page", "question": "Rate operational urgency on a 0-5 scale.", "answer": "E[score]=1.19", "expected": "0–1", "ok": true, "probs": { "0": 0.004737490322440863, "1": 0.8283482193946838, "2": 0.13632351160049438, "3": 0.029805438593029976, "4": 0.0006659726495854557, "5": 0.0001193745993077755 } }, { "suite": "F. known weak spots", "case": "counting: 4 fruits > 3?", "question": "Does the list contain more than 3 fruits?", "answer": "P(true)=0.84", "expected": "true", "ok": true, "probs": { "false": 0.15704800188541412, "true": 0.8429519534111023 } }, { "suite": "F. known weak spots", "case": "counting: 4 fruits > 5?", "question": "Does the list contain more than 5 fruits?", "answer": "P(true)=0.37", "expected": "false", "ok": true, "probs": { "false": 0.6346352696418762, "true": 0.365364670753479 } }, { "suite": "F. known weak spots", "case": "dates: paid after due date", "question": "Was the payment late?", "answer": "P(true)=0.91", "expected": "true", "ok": true, "probs": { "false": 0.08696445822715759, "true": 0.91303551197052 } }, { "suite": "F. known weak spots", "case": "dates: paid before due date", "question": "Was the payment late?", "answer": "P(true)=0.02", "expected": "false", "ok": true, "probs": { "false": 0.9793784022331238, "true": 0.02062155306339264 } }, { "suite": "F. known weak spots", "case": "injection inside the state", "question": "Is this an urgent incident?", "answer": "P(true)=0.96", "expected": "true", "ok": true, "probs": { "false": 0.03943195194005966, "true": 0.9605680108070374 } }, { "suite": "F. known weak spots", "case": "poker: nut straight, check or shove (solver: check)", "question": "Which action should hero take?", "answer": "all-in 89.5 (0.70)", "expected": "check", "ok": false, "probs": { "check": 0.29817065596580505, "all-in 89.5": 0.7018293142318726 } } ] }