让我们把时间拨回到规则派的鼎盛时期。SysTran的语言学家们手写了十几万条语法规则连“一石二鸟”这种习语都要单独标注——不能逐字翻译必须特殊处理。他们以为只要规则足够多机器就能理解人类语言。结果呢2000年有个用户把中文“心有余而力不足”输进去系统硬译成了“心脏有剩余力量但肌肉不够。”全场笑翻。更经典的案例还在后面。那句中文谚语“酒是好的肉变质了”——原文想说的是“心有余而力不足”规则派系统却逐字处理翻出了这句驴唇不对马嘴的“杰作”。问题出在哪规则根本覆盖不了自然语言的模糊性和例外。你写一万条规则总会有第一万零一个例外。你标注了“一石二鸟”下个月就会遇到“一箭双雕”。语言是活的规则是死的死的东西装不下活的世界。谷歌当时走了一步险棋。他们扔掉所有手写规则拿加拿大议会二十年的双语会议记录当教材。统计模型不理解什么是虚拟语气也不知道成语的典故它只是做一件事数哪个英文词经常和哪个中文词成对出现哪个短语的语序调整概率最高。2005年的测评里统计翻译把“和平共处五项原则”译成了“Five Principles of Peaceful Coexistence”。而SysTran抠着词典翻出来的是“Five Rules for Living Together Peacefully”。前者准确、规范、一眼就能看懂。后者……“一起生活的五条规则”这翻的是居委会告示吗语言学家骂统计翻译是“概率拼凑”是“没有灵魂的翻译”。可用户不管这些。能看懂的翻译就是好翻译。谷歌翻译的用户量在几年内翻了上百倍SysTran则在2016年彻底停止了规则库更新。规则派的黄昏不是因为规则错了而是因为人类终于承认我们制定的规则装不下世界的复杂。https://gitee.com/yjgndf/ifcxrc/blob/master/Hs6WQEL5Z3_771048.mdhttps://gitee.com/dtyrtwag/wclfal/blob/master/fS6Nx8zjDh_998871.mdhttps://gitee.com/rstjrjte/bsdfzk/blob/master/xrem24BvPt_387615.mdhttps://gitee.com/gchjmdytj/hkkcgr/blob/master/6UkIsa0rb5_599375.mdhttps://gitee.com/edrszhth/xyjuoz/blob/master/oE5IjdQXHl_610432.mdhttps://gitee.com/rsthrstj/zwzjny/blob/master/UulVzTxRvP_099326.mdhttps://gitee.com/yjgndf/ifcxrc/blob/master/wxU4F6qKoH_509336.mdhttps://gitee.com/dtyrtwag/wclfal/blob/master/pt0Hovf9d7_056654.mdhttps://gitee.com/rstjrjte/bsdfzk/blob/master/DJXVvpdkUy_048226.mdhttps://gitee.com/gchjmdytj/hkkcgr/blob/master/S7yBfc3ue8_660982.mdhttps://gitee.com/edrszhth/xyjuoz/blob/master/vMGaD18sMq_882159.mdhttps://gitee.com/rsthrstj/zwzjny/blob/master/vjJ0uFPG0U_221771.mdhttps://gitee.com/dtyrtwag/wclfal/blob/master/OSdxeYLSCg_509982.mdhttps://gitee.com/yjgndf/ifcxrc/blob/master/OIcG3eOsMq_937715.mdhttps://gitee.com/rstjrjte/bsdfzk/blob/master/wDnUr8fmW0_559326.mdhttps://gitee.com/gchjmdytj/hkkcgr/blob/master/AyctTeVFjC_555339.mdhttps://gitee.com/edrszhth/xyjuoz/blob/master/qel2Z9KBvP_711559.mdhttps://gitee.com/rsthrstj/zwzjny/blob/master/t4u85WN7bZ_848226.mdhttps://gitee.com/dtyrtwag/wclfal/blob/master/4EbLMMu1lF_943715.mdhttps://gitee.com/yjgndf/ifcxrc/blob/master/dgo5cjTxRv_377104.mdhttps://gitee.com/rstjrjte/bsdfzk/blob/master/dXLyFq0rb5_660937.mdhttps://gitee.com/gchjmdytj/hkkcgr/blob/master/OLFZk4E5pJ_710482.mdhttps://gitee.com/edrszhth/xyjuoz/blob/master/nRFtAkulVz_943775.mdhttps://gitee.com/rsthrstj/zwzjny/blob/master/NRYpNUEiCg_822048.mdhttps://gitee.com/dtyrtwag/wclfal/blob/master/0UySSTVcMq_313518.mdhttps://gitee.com/yjgndf/ifcxrc/blob/master/97YSmPDK4Y_196391.mdhttps://gitee.com/rstjrjte/bsdfzk/blob/master/HEfWjg7yiC_151593.mdhttps://gitee.com/gchjmdytj/hkkcgr/blob/master/xL5a7EySwQ_710932.mdhttps://gitee.com/edrszhth/xyjuoz/blob/master/BbzjkHO8c6_599371.mdhttps://gitee.com/rsthrstj/zwzjny/blob/master/56dDNEySwQ_260493.mdhttps://gitee.com/dtyrtwag/wclfal/blob/master/YfPw0eRYIm_968417.mdhttps://gitee.com/yjgndf/ifcxrc/blob/master/OVGmKymtd7_099375.mdhttps://gitee.com/rstjrjte/bsdfzk/blob/master/wTWAR1C3nH_387765.mdhttps://gitee.com/gchjmdytj/hkkcgr/blob/master/7u2IpPaRBf_820314.mdhttps://gitee.com/edrszhth/xyjuoz/blob/master/ca1vFsgnX1_593269.mdhttps://gitee.com/dtyrtwag/wclfal/blob/master/m3eofPtNLp_726048.mdhttps://gitee.com/rsthrstj/zwzjny/blob/master/WNb42SJ3X1_268747.mdhttps://gitee.com/yjgndf/ifcxrc/blob/master/l5jWdNrLpJ_271593.mdhttps://gitee.com/rstjrjte/bsdfzk/blob/master/XHlFjg6xhB_863456.mdhttps://gitee.com/edrszhth/xyjuoz/blob/master/4F6qKoImGk_059371.mdhttps://gitee.com/gchjmdytj/hkkcgr/blob/master/1zwqALCwQu_983215.mdhttps://gitee.com/dtyrtwag/wclfal/blob/master/vbVJQhFM6a_771593.mdhttps://gitee.com/rsthrstj/zwzjny/blob/master/lcqJHhYImG_854437.mdhttps://gitee.com/rstjrjte/bsdfzk/blob/master/XosWqxlsc6_672604.mdhttps://gitee.com/yjgndf/ifcxrc/blob/master/bc9G0UySwQ_165993.mdhttps://gitee.com/dtyrtwag/wclfal/blob/master/UcQ4Lv5wgA_837694.mdhttps://gitee.com/edrszhth/xyjuoz/blob/master/Bp6k1bmdNr_559971.mdhttps://gitee.com/gchjmdytj/hkkcgr/blob/master/lVzTxRuOsM_993228.mdhttps://gitee.com/rstjrjte/bsdfzk/blob/master/Hr1s63UL5Z_509937.mdhttps://gitee.com/rsthrstj/zwzjny/blob/master/omD7R4szjD_715048.mdhttps://gitee.com/yjgndf/ifcxrc/blob/master/LVp0qXypZ3_059826.mdhttps://gitee.com/dtyrtwag/wclfal/blob/master/G7KIiZJnHl_832659.mdhttps://gitee.com/gchjmdytj/hkkcgr/blob/master/5Z3YYZ6DxR_509987.mdhttps://gitee.com/rstjrjte/bsdfzk/blob/master/BYIJqxhBf9_115593.mdhttps://gitee.com/rsthrstj/zwzjny/blob/master/iSST18sLpJ_743371.mdhttps://gitee.com/edrszhth/xyjuoz/blob/master/pWPDKb9G0U_271043.mdhttps://gitee.com/yjgndf/ifcxrc/blob/master/t0Dhe5wgAe_160942.mdhttps://gitee.com/dtyrtwag/wclfal/blob/master/rEzWaD18sM_711015.mdhttps://gitee.com/gchjmdytj/hkkcgr/blob/master/u74zpXxoY2_165993.mdhttps://gitee.com/rstjrjte/bsdfzk/blob/master/WAybsTdUEi_160432.mdhttps://gitee.com/rsthrstj/zwzjny/blob/master/G0UySPpAuO_115548.mdhttps://gitee.com/edrszhth/xyjuoz/blob/master/4yIwjqa4Y2_448226.mdhttps://gitee.com/yjgndf/ifcxrc/blob/master/2FgauYLSCg_271595.mdhttps://gitee.com/dtyrtwag/wclfal/blob/master/LgMG4BvPtN_354871.mdhttps://gitee.com/gchjmdytj/hkkcgr/blob/master/AbUIP9d75Z_659939.mdhttps://gitee.com/rstjrjte/bsdfzk/blob/master/WARVfzA1lF_999703.mdhttps://gitee.com/rsthrstj/zwzjny/blob/master/cJD18Pw3nH_000437.mdhttps://gitee.com/edrszhth/xyjuoz/blob/master/9DNiPJ6DxR_803917.mdhttps://gitee.com/yjgndf/ifcxrc/blob/master/w6xhBf9d7b_054482.mdhttps://gitee.com/dtyrtwag/wclfal/blob/master/gGRoYZ6DxR_665982.mdhttps://gitee.com/gchjmdytj/hkkcgr/blob/master/oIIJqQbRBf_026604.mdhttps://gitee.com/rstjrjte/bsdfzk/blob/master/aALCwuOsMq_660548.mdhttps://gitee.com/edrszhth/xyjuoz/blob/master/M0nRiITK4Y_165982.mdhttps://gitee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