{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-07-23T06:40:50.084Z","headline":"巴基斯坦法官用 JudgeGPT 清积案，每投入 1 美元回报 38.50 美元","description":"苏黎世联邦理工学院等机构在巴基斯坦 118 个法院对 1559 名法官开展随机实验，基于 GPT-4 的 AI 助手 JudgeGPT 配合针对性培训后，受训法官年均多处理 1848 起案件（提升 6.3%），上诉率未升反降。每投入 1 美元可节省约 38.50 美元的法官增聘成本，保守估计回报不低于 10 美元。研究未发现 AI 使用增加性别或宗教偏见。","url":"https://www.aioga.com/news/cmrv1imxa01hrbinvxycykmnx/","mainEntityOfPage":"https://www.aioga.com/news/cmrv1imxa01hrbinvxycykmnx/","datePublished":"2026-07-21T19:12:20.000Z","dateModified":"2026-07-21T19:12:20.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://the-decoder.com/an-ai-system-helped-pakistani-judges-clear-massive-backlogs-at-38-50-return-per-dollar-invested","https://aihot.virxact.com/items/cmrv1imxa01hrbinvxycykmnx"],"canonicalUrl":"https://www.aioga.com/news/cmrv1imxa01hrbinvxycykmnx/","directAnswer":{"@type":"Answer","text":"Aioga 编辑摘要：苏黎世联邦理工学院等机构在巴基斯坦 118 个法院对 1559 名法官开展随机实验，基于 GPT-4 的 AI 助手 JudgeGPT 配合针对性培训后，受训法官年均多处理 1848 起案件（提升 Aioga 将其归入「论文研究」方向，重点关注它对真实使用和行业竞争的影响。","url":"https://www.aioga.com/news/cmrv1imxa01hrbinvxycykmnx/","dateCreated":"2026-07-21T19:12:20.000Z","author":{"@type":"Organization","@id":"https://www.aioga.com/authors/aioga-editorial/#editorial-team","name":"Aioga Editorial Team","url":"https://www.aioga.com/authors/aioga-editorial/"}},"evidence":[{"@type":"CreativeWork","name":"the-decoder.com source article","url":"https://the-decoder.com/an-ai-system-helped-pakistani-judges-clear-massive-backlogs-at-38-50-return-per-dollar-invested","datePublished":"2026-07-21T19:12:20.000Z","provider":{"@type":"Organization","name":"the-decoder.com","url":"https://the-decoder.com/an-ai-system-helped-pakistani-judges-clear-massive-backlogs-at-38-50-return-per-dollar-invested"}},{"@type":"CreativeWork","name":"AIHot archive record","url":"https://aihot.virxact.com/items/cmrv1imxa01hrbinvxycykmnx","datePublished":"2026-07-21T19:12:20.000Z","provider":{"@type":"Organization","name":"AIHot","url":"https://aihot.virxact.com/items/cmrv1imxa01hrbinvxycykmnx"}}],"aggregationSource":"The Decoder：AI News（RSS）","originalPublisher":{"name":"the-decoder.com","url":"https://the-decoder.com/an-ai-system-helped-pakistani-judges-clear-massive-backlogs-at-38-50-return-per-dollar-invested"},"article":{"id":"cmrv1imxa01hrbinvxycykmnx","slug":"cmrv1imxa01hrbinvxycykmnx","url":"https://www.aioga.com/news/cmrv1imxa01hrbinvxycykmnx/","title":"巴基斯坦法官用 JudgeGPT 清积案，每投入 1 美元回报 38.50 美元","title_en":"An AI system helped Pakistani judges clear massive backlogs at $38.50 return per dollar invested","summary":"苏黎世联邦理工学院等机构在巴基斯坦 118 个法院对 1559 名法官开展随机实验，基于 GPT-4 的 AI 助手 JudgeGPT 配合针对性培训后，受训法官年均多处理 1848 起案件（提升 6.3%），上诉率未升反降。每投入 1 美元可节省约 38.50 美元的法官增聘成本，保守估计回报不低于 10 美元。研究未发现 AI 使用增加性别或宗教偏见。","source":"The Decoder：AI News（RSS）","sourceUrl":"https://the-decoder.com/an-ai-system-helped-pakistani-judges-clear-massive-backlogs-at-38-50-return-per-dollar-invested","aiHotUrl":"https://aihot.virxact.com/items/cmrv1imxa01hrbinvxycykmnx","publishedAt":"2026-07-21T19:12:20.000Z","category":"论文研究","score":60,"selected":false,"articleBody":["Can AI make government institutions more productive? A study from researchers at ETH Zurich, Imperial College London, and the New Economic School delivers the strongest experimental evidence yet.","Pakistan has fewer than two judges per 100,000 residents, according to the authors. The EU has 22. England and Wales have 30. At the end of 2024, 2.26 million cases were pending, 82 percent of them in trial courts. Judges work with bare-bones tech and no support staff. Before the experiment, only about 25 percent had ever used a large language model like ChatGPT.","Researchers from ETH Zurich, the New Economic School, and Imperial College London ran a large-scale field experiment：https://elliottash.com/papers/Mehmood-Goessmann-Ash-Courts-of-Tomorrow-Evidence-Nationwide-Rollout-Generative-AI.pdf with Pakistan's judiciary. The randomized trial covered 1,559 judges across 118 courts, roughly half of all Pakistani trial court judges.","The tool was JudgeGPT, an AI assistant built on OpenAI's GPT-4 and designed for Pakistani trial courts. It uses retrieval augmented generation to search a database of 129,235 documents, including 128,292 court rulings and 943 Pakistani laws. When a judge enters a query, JudgeGPT picks the ten most relevant passages and generates a cited answer.","The researchers split judges into three groups. One got JudgeGPT access plus targeted training: six 90-minute lectures over three weeks, taught by ETH Professor Elliott Ash after court hours. Judges learned which tasks suited the tool, where it fell short, and how to check its output.","A second group got the same AI access but only a general seminar on technology and law. The control group attended that seminar with no JudgeGPT access.","AI access alone did little. Judges with targeted training used JudgeGPT four times as much：https://x.com/elliott/status/2077763678057681043 as those in the general seminar group. After 40 weeks, trained judges averaged nearly 60 logins and over 200 prompts. The comparison group averaged about 20 logins and fewer than 50 prompts.","Districts with more trained judges resolved more cases. At moderate exposure levels, that meant about 1,848 extra cases per year per district, a 6.3 percent bump. Even districts in the bottom quartile still cleared about 616 more cases.","Ruling quality held steady or improved. The appeal rate per 1,000 resolved cases fell slightly, and judges worked the same hours with no change in work-life balance. The researchers estimate savings of about $38.50 per dollar invested, based on what it would cost to hire enough extra judges to match the same output. Even conservative estimates put the return at \"at least\" $10 per dollar.","A review of roughly 4,000 court judgments found more AI-flagged text, as expected. But readability, length, and the number of legal arguments held steady. An LLM-based quality check, validated by two Pakistani lawyers, showed a slight improvement. Rulings from trained judges were rated better in 59 percent of pairwise comparisons, up from 42 percent in the control group. The study found no evidence that AI use increased gender or religious bias in judicial language.","The researchers reviewed anonymized chat logs from about 1,500 judges. Legal research, text editing, and text generation were the most common tasks. Around 60 percent of queries sought information about laws, procedures, or legal concepts.","Trained judges used JudgeGPT more for editing and summarizing text, tasks where language models are more reliable. They asked fewer broad legal questions, where hallucination risk is higher. The researchers say the training steered judges toward limited support tasks while leaving the final decisions in their hands.","Only about a fifth of requests involved what the researchers call \"substantive AI delegation,\" where judges asked JudgeGPT to evaluate decisions or draft reasoning on its own. Training made judges more likely to decide cases themselves and only use AI to write up their reasoning.","The researchers stress that their findings don't support replacing judges with AI. What the experiment shows, they say, is that AI can boost public sector productivity, but only when paired with training that steers users toward the right tasks. Without it, most of the gains disappear.","The productivity gains in this study are likely a floor, not a ceiling. JudgeGPT ran on GPT-4, a pre-reasoning model that was the best fit for the project at the time. Today's reasoning models write better, hallucinate less, and handle complex tasks more reliably.","Stay in the loop on AI. Clear, useful, no fluff.","Follow The Decoder for AI news, background stories and expert analyses.","The Decoder：https://the-decoder.com/"],"articleImages":[{"sourceUrl":"https://the-decoder.com/wp-content/uploads/2026/07/judge_pakistan_study.png","alt":"Image description","afterParagraph":0,"url":"/media/articles/cmrv1imxa01hrbinvxycykmnx/04749733338ee011.png"},{"sourceUrl":"https://the-decoder.com/wp-content/uploads/2026/07/ai_training_pakistani_judges.png","alt":"","afterParagraph":11,"url":"/media/articles/cmrv1imxa01hrbinvxycykmnx/6820639970b215b1.png"}],"mediaStatus":"ok","articleBodyZh":["人工智能能让政府机构更高效吗？来自苏黎世联邦理工学院、伦敦帝国学院和新经济学院的研究人员提供了迄今为止最有力的实验证据。","作者指出，巴基斯坦每10万人口中不到两名法官。欧盟为22名。英格兰和威尔士为30名。截至2024年底，仍有226万案件待处理，其中82%在初审法院。法官们使用的技术设施非常有限，而且没有辅助工作人员。在实验之前，只有大约25%的法官曾使用像ChatGPT这样的大型语言模型。","来自苏黎世联邦理工学院、新经济学院和伦敦帝国学院的研究人员对巴基斯坦的司法系统进行了大规模实地实验：https://elliottash.com/papers/Mehmood-Goessmann-Ash-Courts-of-Tomorrow-Evidence-Nationwide-Rollout-Generative-AI.pdf。该随机试验覆盖了118个法院中的1,559名法官，大约占巴基斯坦初审法院法官总数的一半。","该工具名为JudgeGPT，是一个基于OpenAI GPT-4构建的AI助手，为巴基斯坦初审法院设计。它使用增强生成检索方法，从包括128,292条法院判决和943条巴基斯坦法律共129,235条文档的数据库中进行搜索。当法官输入查询时，JudgeGPT会挑选出十条最相关的内容并生成带引用的答案。","研究人员将法官分为三组。第一组获得JudgeGPT访问权限和针对性培训：在三周内进行六次90分钟的课程，由苏黎世联邦理工学院的Elliott Ash教授在下班后授课。法官们学习了哪些任务适合该工具、它的局限性以及如何核查其输出。","第二组仅获得同样的AI访问权限，但只参加了关于技术和法律的普通研讨会。对照组则参加该研讨会，但无法使用JudgeGPT。","单靠AI访问作用不大。接受针对性培训的法官使用JudgeGPT的频率是普通研讨会组的四倍：https://x.com/elliott/status/2077763678057681043。40周后，接受培训的法官平均登录次数接近60次，发出的提示超过200条。对照组平均登录约20次，提示少于50条。","培训法官较多的地区结案数量更多。在中等使用水平下，每个地区每年可额外结案约1,848件，提升幅度为6.3%。即便是处于底部四分位的地区，也仍然结清了约616件额外案件。","裁决质量保持稳定或有所提升。每千个解决案件的上诉率略有下降，法官的工作时间保持不变，工作与生活的平衡没有变化。研究人员估算，根据招聘足够多的额外法官以达到相同产出的成本，每投入1美元可节省约38.50美元。即使是保守估计，回报也至少为每投入1美元可得10美元。","对大约4,000份法院判决的审查发现，AI标记的文本更多，这是预期中的结果。但可读性、长度和法律论点数量保持不变。基于大型语言模型的质量检查，由两位巴基斯坦律师验证，显示出轻微改进。受过培训的法官的判决在59%的成对比较中被评为更好，而对照组为42%。研究没有发现AI使用增加司法语言中的性别或宗教偏见的证据。","研究人员审查了约1,500名法官的匿名聊天记录。法律研究、文本编辑和文本生成是最常见的任务。大约60%的查询是寻求有关法律、程序或法律概念的信息。","受过培训的法官更多地使用JudgeGPT进行文本编辑和摘要生成，这些任务语言模型更可靠。他们提出的广泛法律问题较少，因为此类问题中产生幻觉的风险较高。研究人员表示，培训引导法官处理有限支持任务，同时保留最终裁决权在他们手中。","只有约五分之一的请求涉及研究人员所称的“实质性AI委托”，即法官要求JudgeGPT自行评估裁决或起草理由。培训使法官更倾向于自己裁决案件，并仅使用AI撰写他们的理由。","研究人员强调，他们的发现不支持用AI替代法官。他们表示，实验显示，AI可以提升公共部门的生产力，但前提是配合培训，引导用户执行正确的任务。没有培训，大部分收益将消失。","本研究中的生产力提升可能是下限，而非上限。JudgeGPT运行在GPT-4上，这是一个预推理模型，当时最适合该项目。如今的推理模型写作能力更强、幻觉更少，并能更可靠地处理复杂任务。","保持对人工智能的关注。清晰、有用，无废话。","关注 The Decoder，获取人工智能新闻、背景故事和专家分析。","The Decoder：https://the-decoder.com/"],"translationStatus":"translated","bodyOrigin":"source-page","editorial":{"summary":"Aioga 编辑摘要：苏黎世联邦理工学院等机构在巴基斯坦 118 个法院对 1559 名法官开展随机实验，基于 GPT-4 的 AI 助手 JudgeGPT 配合针对性培训后，受训法官年均多处理 1848 起案件（提升 Aioga 将其归入「论文研究」方向，重点关注它对真实使用和行业竞争的影响。","background":"背景分析：模型与研究类动态需要结合能力边界、开放方式、成本、可用性和真实任务表现判断，单项指标领先不等于已经形成稳定采用。","viewpoint":"Aioga 判断：这条动态更适合作为行业观察信号，当前信息足以建立线索，但不足以推导长期结论。","implications":"影响分析：对相关团队而言，短期应先核对来源、可用范围和实际成本，再判断是否值得接入或跟进。","nextStep":"后续观察：继续观察官方文档、实际可用性、价格变化、开发者反馈和竞品回应。","evidenceRefs":["title","summary","articleBody"],"confidence":"medium","status":"published","aiGenerated":false,"autoApproved":true,"generatedBy":"rule-safe-fallback","generatedAt":"2026-07-23T06:49:19.064Z","sourceHash":"a3661ab84e9ca415","validation":{"passed":true,"mode":"rule-safe-fallback","checks":["schema","length","source-attribution","no-html"]}},"tags":["论文研究","The Decoder：AI News（RSS）"],"translations":{"zh-CN":{"title":"巴基斯坦法官用 JudgeGPT 清积案，每投入 1 美元回报 38.50 美元","summary":"苏黎世联邦理工学院等机构在巴基斯坦 118 个法院对 1559 名法官开展随机实验，基于 GPT-4 的 AI 助手 JudgeGPT 配合针对性培训后，受训法官年均多处理 1848 起案件（提升 6.3%），上诉率未升反降。每投入 1 美元可节省约 38.50 美元的法官增聘成本，保守估计回报不低于 10 美元。研究未发现 AI 使用增加性别或宗教偏见。","category":"论文研究","source":"the-decoder.com","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"巴基斯坦法官用 JudgeGPT 清积案，每投入 1 美元回报 38.50 美元 - Aioga AI资讯","description":"苏黎世联邦理工学院等机构在巴基斯坦 118 个法院对 1559 名法官开展随机实验，基于 GPT-4 的 AI 助手 JudgeGPT 配合针对性培训后，受训法官年均多处理 1848 起案件（提升 6.3%），上诉率未升反降。每投入 1 美元可节省约 38.50 美元的法官增聘成本，保守估计回报不低于 10 美元。研究未发现 AI 使用增加性别或宗教偏见。","url":"https://www.aioga.com/news/cmrv1imxa01hrbinvxycykmnx/"},"en":{"title":"Pakistani judges use JudgeGPT to clear backlogged cases, earning $38.50 for every $1 invested","summary":"Institutions such as ETH Zurich conducted a randomized experiment in 118 courts in Pakistan involving 1,559 judges. After receiving targeted training with the GPT-4-based AI assistant JudgeGPT, the trained judges handled an average of 1,848 more cases per year (a 6.3% increase), while the appeal rate did not rise and actually decreased. For every 1 dollar invested, approximately 38.50 dollars in additional judge hiring costs could be saved, with a conservative estimated return of no less than 10 dollars. The study did not find that AI use increased gender or religious bias.","category":"Research","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Pakistani judges use JudgeGPT to clear backlogged cases, earning $38.50 for every $1 invested - Aioga AI News","description":"Institutions such as ETH Zurich conducted a randomized experiment in 118 courts in Pakistan involving 1,559 judges. After receiving targeted training with the GPT-4-based AI assist...","url":"https://www.aioga.com/en/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:43:18.316Z"},"ja":{"title":"パキスタンの裁判官が JudgeGPT を使って未決案件を処理、1ドル投入するごとに38.50ドルのリターン","summary":"チューリッヒ連邦工科大学などの機関は、パキスタンの118の裁判所で1559人の裁判官を対象にランダム実験を行い、GPT-4に基づくAI支援ツールJudgeGPTとそれに対応したトレーニングを受けた裁判官は、年間平均で1848件多くの案件を処理した（6.3％の増加）にもかかわらず、控訴率は上がらずむしろ下がった。1ドル投入するごとに、裁判官の増員コストとして約38.50ドルを節約でき、保守的に見積もってもリターンは少なくとも10ドルに達する。研究では、AIの使用によって性別や宗教に基づく偏見が増加することは確認されなかった。","category":"論文研究","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"パキスタンの裁判官が JudgeGPT を使って未決案件を処理、1ドル投入するごとに38.50ドルのリターン - Aioga AIニュース","description":"チューリッヒ連邦工科大学などの機関は、パキスタンの118の裁判所で1559人の裁判官を対象にランダム実験を行い、GPT-4に基づくAI支援ツールJudgeGPTとそれに対応したトレーニングを受けた裁判官は、年間平均で1848件多くの案件を処理した（6.3％の増加）にもかかわらず、控訴率は上がらずむしろ下がった。1ドル投入するごとに、裁判官の増員コストとして約...","url":"https://www.aioga.com/ja/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:43:25.385Z"},"ko":{"title":"파키스탄 판사가 JudgeGPT로 미해결 사건을 처리하면 1달러를 투입할 때 38.50달러를 되돌려받습니다","summary":"취리히 연방 공과대학교 등 기관은 파키스탄 118개 법원에서 1,559명의 판사를 대상으로 무작위 실험을 수행했습니다. GPT-4 기반 AI 도우미 JudgeGPT와 맞춤형 교육을 결합한 결과, 교육을 받은 판사는 연간 평균 1,848건의 사건을 더 처리했으며(6.3% 증가), 항소율은 오히려 감소했습니다. 1달러를 투자할 때 판사 추가 채용 비용을 약 38.50달러 절감할 수 있으며, 보수적으로 추정해도 투자 수익은 최소 10달러 이상입니다. 연구에서는 AI 사용으로 인해 성별이나 종교적 편향이 증가하지 않았음을 발견했습니다.","category":"연구","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"파키스탄 판사가 JudgeGPT로 미해결 사건을 처리하면 1달러를 투입할 때 38.50달러를 되돌려받습니다 - Aioga AI 뉴스","description":"취리히 연방 공과대학교 등 기관은 파키스탄 118개 법원에서 1,559명의 판사를 대상으로 무작위 실험을 수행했습니다. GPT-4 기반 AI 도우미 JudgeGPT와 맞춤형 교육을 결합한 결과, 교육을 받은 판사는 연간 평균 1,848건의 사건을 더 처리했으며(6.3% 증가), 항소율은 오히려 감소했습니다. 1달러를 투자...","url":"https://www.aioga.com/ko/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:44:18.259Z"},"es":{"title":"Los jueces de Pakistán utilizan JudgeGPT para limpiar casos pendientes, obteniendo 38,50 dólares por cada dólar invertido","summary":"Instituciones como el Instituto Federal Suizo de Tecnología realizaron un experimento aleatorio con 1,559 jueces en 118 tribunales de Pakistán. Tras recibir capacitación específica junto con el asistente de IA JudgeGPT basado en GPT-4, los jueces capacitados gestionaron un promedio anual de 1,848 casos más (un aumento del 6,3%), y la tasa de apelaciones no aumentó, sino que disminuyó. Por cada dólar invertido, se pueden ahorrar aproximadamente 38,50 dólares en costos de contratación adicional de jueces, y se estima de manera conservadora que el retorno no es inferior a 10 dólares. El estudio no encontró que el uso de IA aumente los sesgos de género o religión.","category":"Investigación","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Los jueces de Pakistán utilizan JudgeGPT para limpiar casos pendientes, obteniendo 38,50 dólares por cada dólar invertido - Aioga Noticias de IA","description":"Instituciones como el Instituto Federal Suizo de Tecnología realizaron un experimento aleatorio con 1,559 jueces en 118 tribunales de Pakistán. Tras recibir capacitación específica...","url":"https://www.aioga.com/es/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:44:06.491Z"},"fr":{"title":"Un juge pakistanais utilise JudgeGPT pour traiter les affaires en attente, chaque dollar investi rapporte 38,50 dollars","summary":"L'École polytechnique fédérale de Zurich et d'autres institutions ont mené une expérience aléatoire sur 1 559 juges dans 118 tribunaux au Pakistan. Après avoir utilisé l'assistant IA JudgeGPT basé sur GPT-4 accompagné d'une formation ciblée, les juges formés ont traité en moyenne 1 848 affaires supplémentaires par an (augmentation de 6,3 %), et le taux d'appel a diminué au lieu d'augmenter. Chaque dollar investi permet d'économiser environ 38,50 dollars de coûts liés à l'embauche supplémentaire de juges, avec un rendement estimé de manière conservatrice d'au moins 10 dollars. L'étude n'a pas trouvé que l'utilisation de l'IA augmente les biais liés au sexe ou à la religion.","category":"Recherche","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Un juge pakistanais utilise JudgeGPT pour traiter les affaires en attente, chaque dollar investi rapporte 38,50 dollars - Aioga Actualités IA","description":"L'École polytechnique fédérale de Zurich et d'autres institutions ont mené une expérience aléatoire sur 1 559 juges dans 118 tribunaux au Pakistan. Après avoir utilisé l'assistant...","url":"https://www.aioga.com/fr/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:45:09.121Z"},"de":{"title":"Pakistanische Richter verwenden JudgeGPT zur Abwicklung von Altfällen, jeder investierte 1 US-Dollar bringt 38,50 US-Dollar zurück","summary":"Institutionen wie die Eidgenössische Technische Hochschule Zürich führten in 118 Gerichten in Pakistan ein Zufallsexperiment mit 1559 Richtern durch. Nach gezielter Schulung mit dem auf GPT-4 basierenden KI-Assistenten JudgeGPT bearbeiteten die geschulten Richter durchschnittlich 1848 Fälle pro Jahr mehr (eine Steigerung um 6,3 %), während die Berufungsrate nicht stieg, sondern sank. Jeder investierte US-Dollar konnte etwa 38,50 US-Dollar an Kosten für zusätzliche Richter einsparen; konservativ geschätzt liegt die Rendite bei mindestens 10 US-Dollar. Die Studie stellte keinen Anstieg von geschlechts- oder religionsbedingten Vorurteilen durch die Nutzung von KI fest.","category":"论文研究","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Pakistanische Richter verwenden JudgeGPT zur Abwicklung von Altfällen, jeder investierte 1 US-Dollar bringt 38,50 US-Dollar zurück - Aioga KI-News","description":"Institutionen wie die Eidgenössische Technische Hochschule Zürich führten in 118 Gerichten in Pakistan ein Zufallsexperiment mit 1559 Richtern durch. Nach gezielter Schulung mit de...","url":"https://www.aioga.com/de/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:45:01.874Z"},"pt-BR":{"title":"Juiz paquistanês usa JudgeGPT para limpar casos acumulados, a cada 1 dólar investido retorna 38,50 dólares","summary":"Instituições como o Instituto Federal de Tecnologia de Zurique realizaram experimentos aleatórios com 1.559 juízes em 118 tribunais no Paquistão. Após a utilização do assistente de IA JudgeGPT, baseado no GPT-4, juntamente com treinamentos direcionados, os juízes treinados processaram em média 1.848 casos a mais por ano (aumento de 6,3%), e a taxa de recursos não aumentou, pelo contrário, diminuiu. Cada dólar investido pode economizar cerca de 38,50 dólares em custos de contratação adicional de juízes, com um retorno conservador estimado de não menos de 10 dólares. O estudo não encontrou aumento de preconceitos de gênero ou religiosos com o uso da IA.","category":"论文研究","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Juiz paquistanês usa JudgeGPT para limpar casos acumulados, a cada 1 dólar investido retorna 38,50 dólares - Aioga Notícias de IA","description":"Instituições como o Instituto Federal de Tecnologia de Zurique realizaram experimentos aleatórios com 1.559 juízes em 118 tribunais no Paquistão. Após a utilização do assistente de...","url":"https://www.aioga.com/pt-BR/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:45:50.539Z"},"ru":{"title":"Пакистанский судья использует JudgeGPT для очистки дел, каждый вложенный 1 доллар приносит 38,50 доллара","summary":"Исследовательские учреждения, включая Федеральную политехническую школу Цюриха, провели случайный эксперимент с участием 1559 судей в 118 судах Пакистана. После обучения с использованием AI-помощника на базе GPT-4 под названием JudgeGPT, обученные судьи в среднем рассматривали на 1848 дел больше в год (рост на 6,3%), при этом уровень апелляций не увеличился, а даже снизился. На каждый вложенный доллар можно сэкономить примерно 38,50 долларов на затратах на наем судей, консервативная оценка возврата составляет не менее 10 долларов. Исследование не выявило увеличения гендерных или религиозных предубеждений при использовании AI.","category":"论文研究","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Пакистанский судья использует JudgeGPT для очистки дел, каждый вложенный 1 доллар приносит 38,50 доллара - Aioga Новости ИИ","description":"Исследовательские учреждения, включая Федеральную политехническую школу Цюриха, провели случайный эксперимент с участием 1559 судей в 118 судах Пакистана. После обучения с использо...","url":"https://www.aioga.com/ru/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:45:58.599Z"},"ar":{"title":"القضاة الباكستانيون يستخدمون JudgeGPT لتنقية القضايا المتراكمة، كل دولار مستثمر يعود بـ 38.50 دولار","summary":"أجرت مؤسسات مثل المعهد الفدرالي السويسري للتكنولوجيا تجارب عشوائية على 1559 قاضيًا في 118 محكمة بباكستان. بعد تلقي القضاة تدريبًا مستهدفًا باستخدام مساعد الذكاء الاصطناعي المبني على GPT-4 والمسمى JudgeGPT، تمكن القضاة المتدربون من معالجة 1848 قضية إضافية سنويًا في المتوسط (زيادة بنسبة 6.3%)، ولم ترتفع نسبة الطعون بل انخفضت. كل دولار يتم إنفاقه يمكن أن يوفر حوالي 38.50 دولار من تكاليف توظيف القضاة الإضافيين، والتقديرات المحافظه للعائد لا تقل عن 10 دولارات. ولم يجد البحث أي زيادة في التحيز الجنساني أو الديني نتيجة استخدام الذكاء الاصطناعي.","category":"论文研究","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"القضاة الباكستانيون يستخدمون JudgeGPT لتنقية القضايا المتراكمة، كل دولار مستثمر يعود بـ 38.50 دولار - Aioga أخبار الذكاء الاصطناعي","description":"أجرت مؤسسات مثل المعهد الفدرالي السويسري للتكنولوجيا تجارب عشوائية على 1559 قاضيًا في 118 محكمة بباكستان. بعد تلقي القضاة تدريبًا مستهدفًا باستخدام مساعد الذكاء الاصطناعي المبني عل...","url":"https://www.aioga.com/ar/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:46:54.324Z"},"hi":{"title":"पाकिस्तान के जज ने JudgeGPT का उपयोग करके पुराने मामलों को निपटाया, हर $1 निवेश पर $38.50 की वापसी","summary":"ज्यूरिख़ फेडरल पॉलिटेक्निक और अन्य संस्थानों ने पाकिस्तान के 118 अदालतों में 1559 न्यायाधीशों पर रैंडम परीक्षण किया। GPT-4 आधारित AI सहायक JudgeGPT के साथ विशिष्ट प्रशिक्षण के बाद, प्रशिक्षित न्यायाधीश हर साल औसतन 1848 और मामलों को निपटाते हैं (6.3% वृद्धि), और अपील दर बढ़ने की बजाय घट गई। प्रत्येक 1 अमेरिकी डॉलर निवेश करने पर न्यायाधीशों की अतिरिक्त भर्ती लागत में लगभग 38.50 अमेरिकी डॉलर की बचत होती है, और सुरक्षित अनुमान में प्रतिफल कम से कम 10 अमेरिकी डॉलर है। अध्ययन में AI के उपयोग से लिंग या धर्म के पक्षपात में कोई वृद्धि नहीं पाई गई।","category":"论文研究","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"पाकिस्तान के जज ने JudgeGPT का उपयोग करके पुराने मामलों को निपटाया, हर $1 निवेश पर $38.50 की वापसी - Aioga AI समाचार","description":"ज्यूरिख़ फेडरल पॉलिटेक्निक और अन्य संस्थानों ने पाकिस्तान के 118 अदालतों में 1559 न्यायाधीशों पर रैंडम परीक्षण किया। GPT-4 आधारित AI सहायक JudgeGPT के साथ विशिष्ट प्रशिक्षण के बाद,...","url":"https://www.aioga.com/hi/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:46:45.199Z"},"it":{"title":"I giudici pakistani usano JudgeGPT per smaltire i casi arretrati, ogni 1 dollaro investito rende 38,50 dollari","summary":"L'ETH di Zurigo e altre istituzioni hanno condotto un esperimento casuale su 1.559 giudici in 118 tribunali in Pakistan. Dopo aver ricevuto formazione mirata insieme all'assistente AI basato su GPT-4, JudgeGPT, i giudici formati hanno gestito in media 1.848 casi in più all'anno (un aumento del 6,3%), mentre il tasso di appello non è aumentato ma è diminuito. Per ogni dollaro investito si possono risparmiare circa 38,50 dollari sui costi per nuovi giudici, con un ritorno conservativo stimato non inferiore a 10 dollari. Lo studio non ha rilevato un aumento di pregiudizi di genere o religiosi dovuti all'uso dell'AI.","category":"论文研究","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"I giudici pakistani usano JudgeGPT per smaltire i casi arretrati, ogni 1 dollaro investito rende 38,50 dollari - Aioga Notizie IA","description":"L'ETH di Zurigo e altre istituzioni hanno condotto un esperimento casuale su 1.559 giudici in 118 tribunali in Pakistan. Dopo aver ricevuto formazione mirata insieme all'assistente...","url":"https://www.aioga.com/it/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:47:45.059Z"},"nl":{"title":"Pakistaanse rechters gebruiken JudgeGPT om stapels onopgeloste zaken schoon te vegen, elke geïnvesteerde 1 dollar levert 38,50 dollar op","summary":"Instellingen zoals het Zwitserse Federaal Instituut voor Technologie voerden willekeurige experimenten uit bij 1.559 rechters in 118 rechtbanken in Pakistan. Na gerichte training met de op GPT-4 gebaseerde AI-assistent JudgeGPT behandelden de getrainde rechters gemiddeld 1.848 zaken per jaar meer (een stijging van 6,3%), terwijl het beroeppercentage niet steeg, maar juist daalde. Elke geïnvesteerde dollar bespaarde ongeveer 38,50 dollar aan kosten voor extra rechters, waarbij de conservatieve geschatte opbrengst niet lager was dan 10 dollar. Het onderzoek vond geen bewijs dat het gebruik van AI leidde tot meer gender- of religieuze vooroordelen.","category":"论文研究","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Pakistaanse rechters gebruiken JudgeGPT om stapels onopgeloste zaken schoon te vegen, elke geïnvesteerde 1 dollar levert 38,50 dollar op - Aioga AI-nieuws","description":"Instellingen zoals het Zwitserse Federaal Instituut voor Technologie voerden willekeurige experimenten uit bij 1.559 rechters in 118 rechtbanken in Pakistan. Na gerichte training m...","url":"https://www.aioga.com/nl/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:47:41.758Z"},"tr":{"title":"Pakistanlı yargıçlar, JudgeGPT ile biriken davaları temizliyor, her 1 dolar yatırıldığında 38,50 dolar getiri sağlıyor","summary":"Zürih Federal Teknoloji Enstitüsü ve diğer kurumlar, Pakistan'da 118 mahkemede 1559 yargıç üzerinde rastgele deneyler gerçekleştirdi. GPT-4 tabanlı AI asistanı JudgeGPT, hedefe yönelik eğitimle birlikte kullanıldıktan sonra, eğitim alan yargıçlar yılda ortalama 1848 dava daha fazla sonuçlandırdı (%6,3 artış) ve temyiz oranı yükselmek yerine azaldı. Harcanan her 1 dolar, yargıç ek istihdam maliyetlerinden yaklaşık 38,50 dolar tasarruf sağladı ve muhafazakar tahminle getiri en az 10 dolar oldu. Araştırmada AI kullanımının cinsiyet veya dini önyargıyı artırdığına dair bir bulguya rastlanmadı.","category":"论文研究","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Pakistanlı yargıçlar, JudgeGPT ile biriken davaları temizliyor, her 1 dolar yatırıldığında 38,50 dolar getiri sağlıyor - Aioga AI Haberleri","description":"Zürih Federal Teknoloji Enstitüsü ve diğer kurumlar, Pakistan'da 118 mahkemede 1559 yargıç üzerinde rastgele deneyler gerçekleştirdi. GPT-4 tabanlı AI asistanı JudgeGPT, hedefe yön...","url":"https://www.aioga.com/tr/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:48:31.549Z"},"vi":{"title":"Các thẩm phán Pakistan sử dụng JudgeGPT để giải quyết các vụ án tồn đọng, mỗi 1 đô la đầu tư mang lại 38,50 đô la lợi nhuận","summary":"Các tổ chức như Viện Công nghệ Liên bang Zurich đã tiến hành thí nghiệm ngẫu nhiên trên 1.559 thẩm phán tại 118 tòa án ở Pakistan. Sau khi nhận được hỗ trợ từ trợ lý AI JudgeGPT dựa trên GPT-4 kết hợp với đào tạo chuyên biệt, các thẩm phán được đào tạo xử lý trung bình thêm 1.848 vụ án mỗi năm (tăng 6,3%), tỷ lệ kháng cáo không tăng mà còn giảm. Mỗi 1 đô la đầu tư có thể tiết kiệm khoảng 38,50 đô la chi phí tuyển thêm thẩm phán, ước tính lợi nhuận bảo thủ không dưới 10 đô la. Nghiên cứu không phát hiện việc sử dụng AI làm gia tăng thành kiến giới tính hay tôn giáo.","category":"论文研究","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Các thẩm phán Pakistan sử dụng JudgeGPT để giải quyết các vụ án tồn đọng, mỗi 1 đô la đầu tư mang lại 38,50 đô la lợi nhuận - Tin tức AI Aioga","description":"Các tổ chức như Viện Công nghệ Liên bang Zurich đã tiến hành thí nghiệm ngẫu nhiên trên 1.559 thẩm phán tại 118 tòa án ở Pakistan. Sau khi nhận được hỗ trợ từ trợ lý AI JudgeGPT dự...","url":"https://www.aioga.com/vi/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:48:38.890Z"},"id":{"title":"Hakim Pakistan menggunakan JudgeGPT untuk membersihkan kasus yang menumpuk, setiap investasi 1 dolar menghasilkan 38,50 dolar","summary":"Institusi seperti Sekolah Tinggi Federal Zürich dan lainnya melakukan eksperimen acak terhadap 1.559 hakim di 118 pengadilan di Pakistan. Setelah hakim menerima pelatihan khusus dengan bantuan asisten AI berbasis GPT-4, JudgeGPT, hakim yang dilatih menangani rata-rata 1.848 kasus lebih banyak per tahun (meningkat 6,3%), dan tingkat banding tidak meningkat, bahkan menurun. Setiap 1 dolar yang diinvestasikan dapat menghemat sekitar 38,50 dolar dari biaya perekrutan hakim tambahan, dengan perkiraan konservatif keuntungan tidak kurang dari 10 dolar. Penelitian tidak menemukan bahwa penggunaan AI meningkatkan bias gender atau agama.","category":"论文研究","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Hakim Pakistan menggunakan JudgeGPT untuk membersihkan kasus yang menumpuk, setiap investasi 1 dolar menghasilkan 38,50 dolar - Berita AI Aioga","description":"Institusi seperti Sekolah Tinggi Federal Zürich dan lainnya melakukan eksperimen acak terhadap 1.559 hakim di 118 pengadilan di Pakistan. Setelah hakim menerima pelatihan khusus de...","url":"https://www.aioga.com/id/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:49:22.915Z"},"th":{"title":"ผู้พิพากษาปากีสถานใช้ JudgeGPT เคลียร์คดีค้าง เงินลงทุน 1 ดอลลาร์ ให้ผลตอบแทน 38.50 ดอลลาร์","summary":"สถาบันเทคโนโลยีแห่งสหพันธ์ซูริคและหน่วยงานอื่น ๆ ดำเนินการทดลองแบบสุ่มกับผู้พิพากษา 1,559 คนในศาล 118 แห่งของปากีสถาน หลังจากที่ผู้ช่วย AI JudgeGPT ซึ่งใช้ GPT-4 ร่วมกับการฝึกอบรมที่มุ่งเป้า ผู้พิพากษาที่ได้รับการฝึกอบรมสามารถจัดการคดีได้เฉลี่ย 1,848 คดีต่อปี (เพิ่มขึ้น 6.3%) โดยอัตราการอุทธรณ์ไม่ได้เพิ่มขึ้นแต่กลับลดลง การลงทุน $1 สามารถประหยัดค่าใช้จ่ายในการจ้างผู้พิพากษาเพิ่มได้ประมาณ $38.50 โดยคาดการณ์ conservatively ผลตอบแทนไม่น้อยกว่า $10 การวิจัยไม่พบว่าการใช้ AI เพิ่มความลำเอียงทางเพศหรือศาสนา","category":"论文研究","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"ผู้พิพากษาปากีสถานใช้ JudgeGPT เคลียร์คดีค้าง เงินลงทุน 1 ดอลลาร์ ให้ผลตอบแทน 38.50 ดอลลาร์ - ข่าว AI Aioga","description":"สถาบันเทคโนโลยีแห่งสหพันธ์ซูริคและหน่วยงานอื่น ๆ ดำเนินการทดลองแบบสุ่มกับผู้พิพากษา 1,559 คนในศาล 118 แห่งของปากีสถาน หลังจากที่ผู้ช่วย AI JudgeGPT ซึ่งใช้ GPT-4 ร่วมกับการฝึกอบรมท...","url":"https://www.aioga.com/th/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:49:30.999Z"},"pl":{"title":"Pakistański sędzia używa JudgeGPT do rozładowywania zaległych spraw, każda zainwestowana 1 dolar przynosi 38,50 dolarów zwrotu","summary":"Instytucje takie jak Federalny Instytut Techniczny w Zurychu przeprowadziły losowy eksperyment w 118 sądach w Pakistanie z udziałem 1559 sędziów. Po szkoleniu z wykorzystania asystenta AI opartego na GPT-4, JudgeGPT, sędziowie przeszkoleni rozpatrywali średnio o 1848 spraw rocznie więcej (wzrost o 6,3%), a wskaźnik apelacji nie wzrósł, a wręcz zmalał. Każdy zainwestowany 1 dolar pozwala zaoszczędzić około 38,50 dolarów kosztów zatrudnienia dodatkowych sędziów, a konserwatywne szacunki zwrotu wynoszą co najmniej 10 dolarów. Badanie nie wykazało, aby korzystanie z AI zwiększało uprzedzenia płciowe lub religijne.","category":"论文研究","source":"The Decoder：AI News（RSS）","aggregationSource":"The Decoder：AI News（RSS）","pageTitle":"Pakistański sędzia używa JudgeGPT do rozładowywania zaległych spraw, każda zainwestowana 1 dolar przynosi 38,50 dolarów zwrotu - Aioga Wiadomości AI","description":"Instytucje takie jak Federalny Instytut Techniczny w Zurychu przeprowadziły losowy eksperyment w 118 sądach w Pakistanie z udziałem 1559 sędziów. Po szkoleniu z wykorzystania asyst...","url":"https://www.aioga.com/pl/news/cmrv1imxa01hrbinvxycykmnx/","contentTranslated":true,"sourceHash":"18c79f390786620e","translatedAt":"2026-07-22T22:50:18.859Z"}}}}