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There is an iCloud op", "question": "What is this comment mainly doing?", "answer": "providing factual information (0.91)", "expected": "providing factual information", "ok": true, "probs": { "asking a question": 0.06017313897609711, "sharing personal experience": 0.0010152851464226842, "providing factual information": 0.9108976721763611, "arguing an opinion": 0.011393971741199493, "attacking another commenter": 0.014930167235434055, "moderating the discussion": 0.0015897362027317286 } }, { "suite": "C. HN comments", "case": "You're not British. Probably, you've never been to the UK. Why are you", "question": "Does this comment insult or personally attack another person or group, rather than just arguing the point?", "answer": "P(true)=0.49", "expected": "true", "ok": false, "probs": { "false": 0.5115004181861877, "true": 0.4884995222091675 } }, { "suite": "C. HN comments", "case": "You're not British. Probably, you've never been to the UK. Why are you", "question": "What is this comment mainly doing?", "answer": "attacking another commenter (0.52)", "expected": "arguing an opinion / attacking another commenter", "ok": true, "probs": { "asking a question": 0.013749495148658752, "sharing personal experience": 0.11412913352251053, "providing factual information": 0.0032820755150169134, "arguing an opinion": 0.3436119556427002, "attacking another commenter": 0.52373206615448, "moderating the discussion": 0.0014953016070649028 } }, { "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)=0.01", "expected": "false", "ok": true, "probs": { "false": 0.9893696308135986, "true": 0.010630309581756592 } }, { "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": "providing factual information (0.65)", "expected": "providing factual information", "ok": true, "probs": { "asking a question": 0.0018196083838120103, "sharing personal experience": 0.0014435279881581664, "providing factual information": 0.6503943800926208, "arguing an opinion": 0.3452976644039154, "attacking another commenter": 0.000447586877271533, "moderating the discussion": 0.0005971682257950306 } }, { "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": 0.9494494199752808, "true": 0.05055060610175133 } }, { "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 (0.99)", "expected": "asking a question", "ok": true, "probs": { "asking a question": 0.9850285053253174, "sharing personal experience": 4.030948730360251e-06, "providing factual information": 7.669319893466309e-05, "arguing an opinion": 0.014881090261042118, "attacking another commenter": 4.360715138318483e-06, "moderating the discussion": 5.336835329217138e-06 } }, { "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)=0.04", "expected": "false", "ok": true, "probs": { "false": 0.9638738036155701, "true": 0.03612624481320381 } }, { "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 (0.65)", "expected": "arguing an opinion / providing factual information", "ok": true, "probs": { "asking a question": 0.0002463263808749616, "sharing personal experience": 0.0019767857156693935, "providing factual information": 0.65326327085495, "arguing an opinion": 0.211765319108963, "attacking another commenter": 0.08069321513175964, "moderating the discussion": 0.052055101841688156 } }, { "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)=0.01", "expected": "false", "ok": true, "probs": { "false": 0.9900151491165161, "true": 0.009984900243580341 } }, { "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 (0.90)", "expected": "sharing personal experience", "ok": true, "probs": { "asking a question": 0.0001567534200148657, "sharing personal experience": 0.9009243845939636, "providing factual information": 0.0908980742096901, "arguing an opinion": 0.007215847261250019, "attacking another commenter": 0.00022715968952979892, "moderating the discussion": 0.0005777014885097742 } }, { "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)=0.16", "expected": "false", "ok": true, "probs": { "false": 0.8441463708877563, "true": 0.15585365891456604 } }, { "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": "arguing an opinion (0.69)", "expected": "arguing an opinion / asking a question", "ok": true, "probs": { "asking a question": 0.2930069863796234, "sharing personal experience": 0.0005003541009500623, "providing factual information": 0.0022376603446900845, "arguing an opinion": 0.6937043070793152, "attacking another commenter": 0.010148239322006702, "moderating the discussion": 0.000402397767174989 } }, { "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)=0.69", "expected": "true", "ok": true, "probs": { "false": 0.30857405066490173, "true": 0.6914259791374207 } }, { "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 (0.55)", "expected": "attacking another commenter", "ok": true, "probs": { "asking a question": 0.030792195349931717, "sharing personal experience": 0.0044834497384727, "providing factual information": 0.005857509095221758, "arguing an opinion": 0.2810891568660736, "attacking another commenter": 0.5513594746589661, "moderating the discussion": 0.12641817331314087 } }, { "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)=0.15", "expected": "false", "ok": true, "probs": { "false": 0.8517730832099915, "true": 0.14822693169116974 } }, { "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 (0.54)", "expected": "arguing an opinion", "ok": true, "probs": { "asking a question": 0.23180964589118958, "sharing personal experience": 0.0002930651535280049, "providing factual information": 0.000280956708593294, "arguing an opinion": 0.5388409495353699, "attacking another commenter": 0.22852155566215515, "moderating the discussion": 0.0002538450062274933 } }, { "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)=0.15", "expected": "false", "ok": true, "probs": { "false": 0.8463454842567444, "true": 0.153654545545578 } }, { "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 (1.00)", "expected": "moderating the discussion", "ok": true, "probs": { "asking a question": 9.43522366014804e-07, "sharing personal experience": 9.438742267775524e-07, "providing factual information": 1.5250132491928525e-05, "arguing an opinion": 0.0002827859716489911, "attacking another commenter": 0.003161379601806402, "moderating the discussion": 0.9965387582778931 } }, { "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)=0.59", "expected": "true", "ok": true, "probs": { "false": 0.41299185156822205, "true": 0.5870081186294556 } }, { "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 (0.99)", "expected": "arguing an opinion / attacking another commenter", "ok": true, "probs": { "asking a question": 2.2755864392820513e-06, "sharing personal experience": 5.137548578204587e-05, "providing factual information": 1.36811904667411e-05, "arguing an opinion": 0.9927716851234436, "attacking another commenter": 0.007107784505933523, "moderating the discussion": 5.3258150728652254e-05 } }, { "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)=0.31", "expected": "false", "ok": true, "probs": { "false": 0.6894271969795227, "true": 0.3105728030204773 } }, { "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": "arguing an opinion (0.66)", "expected": "arguing an opinion", "ok": true, "probs": { "asking a question": 5.564468301599845e-05, "sharing personal experience": 0.00028467600350268185, "providing factual information": 0.00042898100218735635, "arguing an opinion": 0.6643708348274231, "attacking another commenter": 0.33411887288093567, "moderating the discussion": 0.0007409250247292221 } }, { "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)=0.02", "expected": "false", "ok": true, "probs": { "false": 0.9825244545936584, "true": 0.017475547268986702 } }, { "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)=0.33", "expected": "false", "ok": true, "probs": { "false": 0.674178957939148, "true": 0.32582104206085205 } }, { "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": 0.9995102882385254, "true": 0.0004896837053820491 } }, { "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)=0.06", "expected": "false", "ok": true, "probs": { "false": 0.9401974678039551, "true": 0.05980261042714119 } }, { "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)=0.99", "expected": "true", "ok": true, "probs": { "false": 0.010704237967729568, "true": 0.9892957806587219 } }, { "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)=0.56", "expected": "true", "ok": true, "probs": { "false": 0.44240662455558777, "true": 0.5575933456420898 } }, { "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)=0.01", "expected": "false", "ok": true, "probs": { "false": 0.9858641028404236, "true": 0.014135901816189289 } }, { "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)=0.77", "expected": "true", "ok": true, "probs": { "false": 0.2307770997285843, "true": 0.7692229151725769 } }, { "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)=0.01", "expected": "false", "ok": true, "probs": { "false": 0.9930579662322998, "true": 0.006942027248442173 } }, { "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)=0.33", "expected": "false", "ok": true, "probs": { "false": 0.6681461334228516, "true": 0.3318538963794708 } }, { "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": 0.9994509816169739, "true": 0.000548988813534379 } }, { "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)=0.00", "expected": "false", "ok": true, "probs": { "false": 0.9960731267929077, "true": 0.003926896024495363 } }, { "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)=0.22", "expected": "false", "ok": true, "probs": { "false": 0.7788109183311462, "true": 0.22118906676769257 } }, { "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)=0.93", "expected": "true", "ok": true, "probs": { "false": 0.06978347152471542, "true": 0.9302165508270264 } }, { "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)=0.96", "expected": "true", "ok": true, "probs": { "false": 0.039849333465099335, "true": 0.9601506590843201 } }, { "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": 0.9959049224853516, "true": 0.004095067735761404 } }, { "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)=0.27", "expected": "false", "ok": true, "probs": { "false": 0.7326808571815491, "true": 0.2673192322254181 } }, { "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": 0.9851637482643127, "true": 0.014836269430816174 } }, { "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)=0.21", "expected": "false", "ok": true, "probs": { "false": 0.7941450476646423, "true": 0.20585498213768005 } }, { "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)=0.93", "expected": "true", "ok": true, "probs": { "false": 0.07114008814096451, "true": 0.9288598895072937 } }, { "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)=0.08", "expected": "false", "ok": true, "probs": { "false": 0.9234399795532227, "true": 0.07656008005142212 } }, { "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)=0.97", "expected": "true", "ok": true, "probs": { "false": 0.03133988752961159, "true": 0.9686601161956787 } }, { "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)=0.00", "expected": "false", "ok": true, "probs": { "false": 0.998683750629425, "true": 0.001316297217272222 } }, { "suite": "E. community use cases", "case": "SQL injection input", "question": "Is this input a security threat or injection attempt?", "answer": "P(true)=0.99", "expected": "true", "ok": true, "probs": { "false": 0.014093359000980854, "true": 0.9859066009521484 } }, { "suite": "E. community use cases", "case": "benign support input", "question": "Is this input a security threat or injection attempt?", "answer": "P(true)=0.02", "expected": "false", "ok": true, "probs": { "false": 0.9787726402282715, "true": 0.021227378398180008 } }, { "suite": "E. community use cases", "case": "router: angry refund ticket", "question": "Which handler should receive this message?", "answer": "ESCALATE (0.96)", "expected": "ESCALATE", "ok": true, "probs": { "BLOCK": 0.02987319603562355, "ESCALATE": 0.9625144600868225, "ROUTE_TECH": 0.007364963181316853, "ROUTE_SPAM": 0.00024736288469284773 } }, { "suite": "E. community use cases", "case": "router: spam", "question": "Which handler should receive this message?", "answer": "ROUTE_SPAM (0.80)", "expected": "ROUTE_SPAM", "ok": true, "probs": { "BLOCK": 0.17834073305130005, "ESCALATE": 0.020906392484903336, "ROUTE_TECH": 0.003304838901385665, "ROUTE_SPAM": 0.7974480390548706 } }, { "suite": "E. community use cases", "case": "phishing: fake PayPal", "question": "Is this email a phishing attempt?", "answer": "P(true)=0.95", "expected": "true", "ok": true, "probs": { "false": 0.054880838841199875, "true": 0.9451191425323486 } }, { "suite": "E. community use cases", "case": "phishing: real GitHub notice", "question": "Is this email a phishing attempt?", "answer": "P(true)=0.15", "expected": "false", "ok": true, "probs": { "false": 0.8544953465461731, "true": 0.1455046385526657 } }, { "suite": "E. community use cases", "case": "phishing: CEO wire-transfer (BEC)", "question": "Is this email a phishing or fraud attempt?", "answer": "P(true)=0.84", "expected": "true", "ok": true, "probs": { "false": 0.15720738470554352, "true": 0.8427925705909729 } }, { "suite": "E. community use cases", "case": "code review: SQL concatenation", "question": "Does this change introduce a security vulnerability?", "answer": "P(true)=0.98", "expected": "true", "ok": true, "probs": { "false": 0.019603103399276733, "true": 0.9803968667984009 } }, { "suite": "E. community use cases", "case": "code review: rename variable", "question": "Does this change introduce a security vulnerability?", "answer": "P(true)=0.04", "expected": "false", "ok": true, "probs": { "false": 0.9605523943901062, "true": 0.0394475981593132 } }, { "suite": "E. community use cases", "case": "refund intent (TypeSafe docs example)", "question": "Is the customer asking for a refund?", "answer": "P(true)=0.15", "expected": "—", "ok": null, "probs": { "false": 0.8539596796035767, "true": 0.14604036509990692 } }, { "suite": "E. community use cases", "case": "urgency score: payments down", "question": "Rate operational urgency on a 0-5 scale.", "answer": "E[score]=4.96", "expected": "4–5", "ok": true, "probs": { "0": 1.3726113365919446e-06, "1": 1.243456836164114e-06, "2": 2.812403181451373e-06, "3": 3.8408656109822914e-05, "4": 0.03860722482204437, "5": 0.9613489508628845 } }, { "suite": "E. community use cases", "case": "urgency score: typo on about page", "question": "Rate operational urgency on a 0-5 scale.", "answer": "E[score]=1.10", "expected": "0–1", "ok": true, "probs": { "0": 0.009948628954589367, "1": 0.8976023197174072, "2": 0.08008699864149094, "3": 0.0118889594450593, "4": 0.00035408217809163034, "5": 0.00011894685303559527 } }, { "suite": "F. known weak spots", "case": "counting: 4 fruits > 3?", "question": "Does the list contain more than 3 fruits?", "answer": "P(true)=0.90", "expected": "true", "ok": true, "probs": { "false": 0.09849812090396881, "true": 0.9015018343925476 } }, { "suite": "F. known weak spots", "case": "counting: 4 fruits > 5?", "question": "Does the list contain more than 5 fruits?", "answer": "P(true)=0.48", "expected": "false", "ok": true, "probs": { "false": 0.5159528255462646, "true": 0.48404717445373535 } }, { "suite": "F. known weak spots", "case": "dates: paid after due date", "question": "Was the payment late?", "answer": "P(true)=0.99", "expected": "true", "ok": true, "probs": { "false": 0.007188119925558567, "true": 0.9928118586540222 } }, { "suite": "F. known weak spots", "case": "dates: paid before due date", "question": "Was the payment late?", "answer": "P(true)=0.00", "expected": "false", "ok": true, "probs": { "false": 0.999916672706604, "true": 8.335502207046375e-05 } }, { "suite": "F. known weak spots", "case": "injection inside the state", "question": "Is this an urgent incident?", "answer": "P(true)=0.94", "expected": "true", "ok": true, "probs": { "false": 0.05769840627908707, "true": 0.9423015713691711 } }, { "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 (0.63)", "expected": "check", "ok": false, "probs": { "check": 0.3696528971195221, "all-in 89.5": 0.6303471326828003 } } ] }