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qididuanxinyingxiaochanyelian：zengweijiuchengxianjindaidaoliu，rifaqianwantiao，rirubaiwan2018-12-08 18:18·chuangyebangtupianlaiyuan：tuchongchuangyiduanxinyingxiao，zengjingshixianjindaihuoquyonghufeichanghaodeyigequdao。duoweixingyecongyezhecheng，90%dexianjindai，duzengjingshiyongguoduanxinyingxiao。“zuigaodeshihou，womenyitianyaofasongjiqianwantiaoxianjindaiyingxiaoduanxin。”yiweixingyegaocengcheng。ertamenyejiezhuoxianjindaidongfeng，zhuandepenmanboman，“zuigaodeshihou，yitianshourudushangbaiwan”。chuangzaoguoyiduanhuihuangdeduanxinyingxiaoxingye，zuijinqueshenxianzuowo。yinweishujumaimai、guoduyingxiao、tousuzengduo，gongxinbuheyunyingshangfenfenguanbitongdao；jingfangyechushoujieru，duojiagongsibeidiaocha。zailiyidequshixia，guodutouzhidexingye，heshicainengziyu？01 jujuehezuo“buhaoyisi，zuijinbunengjixuhenimenhezuoliao。”zuijinjigeyue，luxuyouduogeduanxinyingxiaoshangduichensibiaoshi，hezuozhongzhi。jiulianlaokehu，dubeizhijiewangmenwaitui——zuoweijinrongpingtaideshichangfuzeren，chensimingandiyishidao，duanxinyingxiaozhegequdao，kenengjijiangshixiao。“luxuzhaoliaoshiduojiaduanxinpingtai，dubuyuanyihezuo。”mouwangdaipingtaiyunyingjinglishijiayeyudaoliaozheyangdewenti。“zhendebushiwomenbujie，ershiyunyingshangzantingliaohujinduanxindequdao。”mouduanxinqudaoxiaoshourenyuantanyan。yanxia，yingxiaoshangdujiedaoliaotongzhi，dianxin、yidongdengdayunyingshang，fenfenzantingliaohujindehezuoqudao。xianzaihuankeyizhengchangfasongdeyingxiaotongdao，jinyuliantongyijia。qijiageyezaifeizhang：cong3fenqianyitiao，shangzhangdao5fenqianyitiao。zaiguoqu，duanxinyingxiaoyujinrongkejizengyouguoyiduan“rujiaosiqi”demiyue。zaizaoqi，liangzhezhihezuotongzhileiduanxinheyanzhengmaduanxin。cihou，duanxinmanmankaishidailiaoyixie“yingxiaoxingzhi”。biru，youfuli、hongbao、tiedengneirongdeduanxin。tamendunengbachenshuideyonghuhuanxing。mouduanxinpingtaiCEOtangzuobiaoshi，tadegongsihezuoguodepingtai，yichaoguoliao2000duojia。“shimianshangjiaodechumingdehujinpingtai，duhewomenhezuoguo。”2016nianzhihou，xianjindaiyijuntuqi，duanxinyingxiaodechuntianzhongyulailin。“qishiduanxinyingxiaohejinrongkejihezuo，xiangxianglihenda，zhuanhualvbiqitaxingyegaodeduo。”yijiaduanxinqudaochuangshirenchengqingshancheng，yinweidaikuanduanxinshigeiniqian，“shipianzidejilvhenxiao”，zhuanhualvshiqitaxingyedejibei。“zuigaodeshiqi，zhuanhualvhezhuceliangshenzhidadaoliao3%，ruguoyitiaoduanxinshi3fenqian，huokechengbenzhiyou1yuan。”chengqingshancheng。dandangshi，dajiahezuodefangshi，daduoshi“xiaoguofufei”。“anzhaoshijizhucehuojiekuandejinelaijisuan。”mouduanxinqudaofuwushangsunxiangbiaoshi。biru，yigezhuceliangdeshoufeishi10duoyuan；fangkuanliang，jiushouqu10%deticheng。zaifengkuangdeshihou，shenzhiyouyingxiaoshangtichengjiekuanjinede20%，erxianjindaipingtaiyijiuquzhiruozuo。anzhaozhegeshuju，dangshideduanxinyingxiaoshangwuyizhuanfan。“dangshi，xianjindaikehushiwomenzuiaijiede，shizaizhuanqian。”chengqingshancheng，dangshigongsidelirundushiantianjisuan，zuigaodeshihou，meirishourudunengshangbaiwan。“haobukuazhangdishuo，xianjindai80%deliuliangdushiwomentigongde。”sunxiangtoulu，tasuozaidegongsi，dangshimeitianfasongdexianjindaiduanxin，shenzhiyoujiqianwantiao。erchengqingshanguji，90%dexianjindaipingtai，dushiyongguo“duanxinyingxiao”。yixiexianjindaipingtaihuitongshijierushijigeyingxiaoshanglaifaduanxin。yinci，yeyourenshuo，duanxinyingxiaozengjingshixianjindaifanrongbeihoudeyidatuishou。zengjinghezuoderucijinmi，rujinduanxinyingxiaoshangque“wenjinrongsebian”，liangzhedaodijingliliaozenyangdeaihenqingchou？02 shujuyouhuohezuobujiuhou，duanxinyingxiaoshangjiufaxian，zaijinrongzhegexingye，“deshujuzhe，detianxia”。gangkaishi，shoujihaodushikehutigong。“yibankehuhuitigongyigeshujubao，limiandushitamenqianzaikehudeshoujihaoma。”chengqingshancheng。erzhege“qianzaikehu”shujubao，“henduolaiyuandubutaiguangxian”。“jingzhengduishoudefangdaiyonghushuju，shiwomenzuichangjiandaode。”chengqingshancheng，kehuzhijiequheishishanggoumai，huozhepaiwodiqujingzhengpingtaitouqu，duhenchangjian。yibanlaishuo，duanxinyingxiaoshanghuijiangshoudaodeshoujihaojinxingjiami，zaichucundaoshujukuzhong。“xingyetongyongdeshiMD5jiami，gejiajibenbuhuiyoutaidachabie。”congyezhefangruibiaoshi，zhezhongjingguojiandanjiamidehaoma，pojieqilaijiweijiandan。danyixiebuzhengguideyingxiaoshang，shenzhi“lianjiamiduxianmafan”。suizhuoshijiandejilei，daliangdeshoujihao，kaishichendianzaiduanxinyingxiaoshangchu，xingchengliaoyigepangdadeshujuku。biru，nizhuceliaoyigedaikuanpingtai，duanxinqudaohuigeinifasongyanzhengma。najibenkeyirending，nishiyigeqianzaidedaikuanyonghu。“wojiukeyibazhegeyonghushuju，geiqitadaikuangongsi，zaigeitafayingxiaoduanxin。”chengqingshancheng。zhezhongfangfazaixingyeneibeichengwei“qiehu”，fangruitoulu，shimianshangchaoguo95%deyingxiaoshangduhuiyouqiehudexianxiangcunzai，zhejihushigongkaidemimi。“beiqiedezuihende，jiushi106haoduanfachudeduanxin，meigehaomazhishaohuibei5jiayingxiaoshangqiedao。”fangruibiaoshi。dangfaxianzhexieshujucaishi“baocang”zhihou，xingyezouxiangliaoheiandechalukou。“wozhelizuiduodeshihou，jieruguo100jiaxianjindaipingtai，tamenfasongduanxindeshujuyoushuqianwantiao。”chengqingshancheng，buzhiyijiaduanxinyingxiaoshangguolai，goumaitamendeshuju。dashujuheduanxinyingxiaokaishiyuezouyuejin。yixieduanxinyingxiaopingtai，shenzhizhijieyanshengchu“shujuyewu”，zhijiemaimaishuju。“womenhuidaizhuozijideshujukuguoqudabiaoqian。”fangruibiaoshi，dashujugongsiyehuiduijiehenduoyingxiaoshangdeshujuku，geiyonghutiebiaoqian。heyiwangbutongdeshi，tamentiebiaoqiandeduixiang，shishoujihaomabeihouderen。biru，“139****2222”zhegeshoujihao，pinfanzhucedaikuanpingtai，bingqieshoudaoliaoduocicuicuhuankuandeduanxin，kenengjiuhuibeitieshang“xinyongbuliang”“duotoujiedai”debiaoqian。“dashujugongsihuijiangshujujinyibuxihua，zaizhuanshouchushou。”fangruicheng，yigedahaobiaoqiandeshoujihao，jiazhizuigaokeyidadao200yuan。zheshizaishiyimenhaoshengyi，qizhuanqianchengdu，shenzhichaoguoliaoduanxinyingxiaoyewubenshen。“nihuifaxian，dangshihenduodashujugongsibeihoudeshujuyuan，dushiduanxinyingxiaopingtai。”chengqingshancheng。yonghudeshujubeiziyoujiaoyi、sichufanmai，cijuwuyishizaitouzhixingye。yinci，caihuichuxianyonghuzaiyigepingtaidaikuanhou，jiukaishipinfanshoudaoqitapingtaifangdaiduanxinhedianhuadeqingkuang。xingyejianjianbeifushi，zouxiangyuniandeshenyuan……03 yikuiqianliduanxinyingxiaoxingyedeweiji，zhujianchuxian。tiantianshoudaodaikuanduanxin，bushengqifan，kaishiyouyonghuxianggongxinbuheyunyingshangtousu，yidanbeitousu，zhexieduanxinjiuhuibeijinzhifasong。ertousuguoduodeyingxiaoshang，yehuibeixiangguanbumenjinggao，shenzhizhijie“beifeng”。shijishang，zaigongxinbufabudeshujuzhong，womenyekeyikanjianlajiduanxindetiliangdaodiyouduoda。disanjidushujuxianshi，12321wangluobuliangyulajixinxijubaoshoulizhongxinshoulilajiduanxinjubao115692jian。congneirongkan，shangyeguanggaoyingxiaoleizhanbi82.2%，zhuyaoshejishangpinlingshouyingxiao、jinrongbaoxiantuixiaodeng。yejiushishuo，beijubaode11wantiaoduanxinzhong，zhishaoyouchaoguo8wantiaoshuyushangpin、jinrongtuixiao。chuliaoxiangguanbumenzhiwai，jingfangyekaishijieru。wenzhouyigeyonghuzhuceliaoyigexianjindaipingtaihou，kaishipinfanjiedaodaikuanduanxinhedianhua，duifangshenzhihuangeitadejiarenda。renwukerenhou，tadadianhuabaojing。zuihoujingfangshuntengmogua，qianchuliaoyigeguangxiliuzhoudeyingxiaogongsi，zhuahuofanzuixianyiren18ming，sheangongmingerenxinxigaoda2000yuwantiao，sheanjineda500yuwanyuan。juzhiqingrenshitoulu，zuijinxianjindaizuidadexitongfuwushang“youmaijinkong”beidiaocha，“jiuyuguoduyingxiaoyouguan”。erzuijinbeizhuadedashujugongsi，youbushaoyeshiyinwei“guoduyingxiao，maimaishuju”。zuijinshujuxingyededongdang，rangduanxinyingxiaoxingyerulvbaobing。“zuijinwomenfeichangxiaoxin，shujuxiangguanyewuwanquanzanting。”duoweiyeneirenshitoulu。duanxinyingxiaohejinrongkejichangdaliangniandemiyueqi，jiucijieshu。weiliaobimianshoudaoqianlian，henduoduanxinyingxiaoshangkaishifangqihejinrongkejipingtaihezuo，huozhezhihezuoyanzhengmaduanxin。“womenyouyigemingancikubao，baokuo‘daikuan’‘huanqian’‘dubo’deng。zhexieciruguochuxianzaiduanxinli，huizhijiebeilanjie。”chengqingshancheng。raner，huanyoubushaoduanxinyingxiaoshang，buyuanyifangqijinrongzhepianyoushuipofengzhidi。guoneiyunyingshangguankongyange，danhuanyoudaliangdehaiwaiyunyingshang。haiwaiyunyingshangdeduanxinyingxiaoguanggao“womenxianzaizhigeishuketigongyingxiaoduanxindefuwu。”sunxiangcheng，tamenxianzaiyongxianggangdeyunyingshangfasong，jiubuhuiname“yanke”。“danmeitiao7.5fen，buerjia。”sunxiangbiaoshi，shenzhiyouxierenhuikaichu8fendejiage。zhuandaodixia，jiagegaoang，zhexianranbuzaishiyigelianjiaqiegaoxiaodehuokequdao。tangzuobiaoshi，duanxinqudaomianduideyonghuquntihenda，“buyinggaizhidingzhuojinrong”。tacheng，dianshang、youxi、yiliaodengdengzhuduoxingye，duyouzijidehezuoduixiang，zhexielingyu，yedayoukewei。zhishi，wanwanbunengzaitouzhixingyeliao。zhewuyishiyigebeishangdegushi。benlaizhelianggexingyedejiehe，jijuxiangxiangli，jingzhunyingxiao、shujuzhonggou，keyipengzhuangchuhenduochuangxinxingshi。raner，bufengongsiguoyuzhuiqiujinli，touzhiliaosuoyoudefazhankongjian。“xingyekeyiziyu，dengxingyelirunxiajianghou，toujizhehuizidonglikai，manmanhuifujiankang。”chengqingshancheng，jingliguoyigezhouqihoudexingye，yexuhuanyoujihui，zhongxinzuoqi。chenwendecongyezhe，duzaijingdaixiayigehuangjinshidai。「shenduxuexi」congzhuanliwenbenzhongtiquhuaxuefanying——ChEMUshujujiyuanchuang2021-08-31 10:28·GoDesign——qianyan——dangdairengongzhinengjishufazhanfeisu，gexinggeyeduzaiyingyongqizhongdejiqixuexi、shenduxuexisuanfaduiganxingqudemubiaojinxingyuce。zaiyoujihecheng、yaowuhechenglingyu，jiqixuexiyushenduxuexisuanfabeiyonglaiyuceyigeyoujifanyingdechanwuhuofanyingwu，shenzhiyonglaiyuceyigeyaowufenzidenihechengluxian。qishizhexiesuanfadebenzhidushijiyutongjixue、gailvxuedeshuxuemoxing，ershuxuemoxinglibukaishujuyincixiangyaorangshejichulaidemoxinggenghaodiyuceyoujifanyingwenti，jiuxuyaodaliang、qiegaozhiliangdeyoujifanyingshuju。namexiangyaohuodechongzudefanyingshuju，yifangmiankeyicongbuwanquankaiyuandeReaxysxiazai，danhuoqushujuhuishoudaodegezhongxianzhi；ertongshiyeyouyibufenkaiyuandeshujuji，liruUSPTO 1976-2016[1]，tamendewentishishujumeiyougengxinyuweihu，shujuzhiliangcanchabuqi。weiliaodajianzidongtiquhuaxuefanyingwenbenzhongdeyoujifanyingdemoxing，womenkeyijiezhuziranyuyanchulixiangguanjishujinxingwenbenxinxiwajue。2012nianLowe, D. M.dengrenkaifadeLeadMineruanjian（NextMove Softwaregongsi）yiji2012nianzhiqiandeyixiexiangguangongzuo，dushijianlizaidaliangrengongshoujidecikuyuzhidingdeyufaguizejichushang，xianshibiechuwenbenzhongdehuaxueshitiming（chemical entity mentioned），zaiduijiyushitisuoguishudedongcijinxingfenlei，dedaoyoujifanyingdefanyingwu、chanwuyushiji、rongjideng[2-4]。zhihouzaiwenbenzhongzidongtiquhuaxuefanyingdelingyuzhong，xueshujiefabiaochengguodezhuyaoshiIBMyuChEMUlianggetuandui。qizhongIBMmubiaoshizidonghuayoujishiyanshi，yincicongzidongtiquwenbenzhongdeyoujifanyingjifanyingcaozuoliucheng，daoyucefanying，zaidaonihechengluxianfenxiduyousuojinzhan，tamentiqufanyingdesilushiliyongTransformermoxingjiangfanyingwenbenfanyichengtedingdongciweifenleidejiegouhuayuju，rutu1suoshi，zhihouzaijinyibushibiehuaxueshitimingyufenlei，dedaofanying，jutineirongkeyizuolanIBM RXN for Chemistrydewangzhan[5-6]。tu1 IBM RXNzhongjianghuaxuefanyingwenbenzhuanyichengjiegouhuawenbenshili[6]——ChEMUshujuji——erhouzheChEMUshiCheminformatics Elsevier Melbourne University lab，tamenzai2020nian4yuefengongbuliao1500tiaorengongbiaozhuhaodezhuanlizhongdeyoujifanyingwenbendeshujuji，bingyousanshiduozhiduiwucanyujingsai[7]。biaozhudewenbenbaohanliaofanyingchanwu、qishiwu、shijicuihuaji、rongji、wendu、chanlvdeng10zhongshitiming，rubiao1suoshi，yijifanyingcaozuodongci（EVENT_TRIGGER），dongciyuhuahewuzhijiandeguanxicanshu（Arg1）yijidongciyufanyingtiaojian（wendu、chanlvdeng）zhijiandeguanxicanshu（ArgM）。biaozhuwenbenshilirutu2suoshi。tongguobiaozhuwenbenzhongfanyingdegegebufenyutiaojian，womenbujinkeyihuodeyoujifanyingshi，huankeyihuodexiangguanfanyingtiaojianyuchanliang、chanlvdengjieguo。biao1 ChEMUshujuji10zhongshitimingjidingyi[7]tu2 ChEMUshujujiwenbenbiaozhushili[7]ChEMUshujujizhuyaofenweisangerenwu，yigeshizhiwancheng10geshitimingdeshibie，lingyigeshizhiwanchengfanyingcaozuodongciyushitimingzhijianguanxicanshu（Arg1yuArgM）deyuce，huanyouyigeshibaohanliaoqianliangzherenwudeend to endrenwu。duiyushoujiyoujifanyingshideshuju，diyixiangrenwujikewancheng。——BiLSTM+CNN+CRFmoxingbiaoxian——zaisanxiangrenwuzhong，yijiazhuanzuoshengwuyiyaolingyuziranyuyanchulidegongsiMelaxTechnologies Inc.junhuodediyi。erzaishitimingshibierenwuzhongbiaoxiandierhaodeyuenantuanduiVinAI，yiF1 score 95.21%luediyudiyide95.70%[8]。ertamenshishaoshubiaoxianbajianqiegongkaizijidemoxingdetuandui，tamendemoxingjiagourutu3suoshi。tu3 VinAItuanduidemingmingtishibiemoxing(BiLSTM-CNN-CRF)jiagou[8]zaimoxingdeshurubufen，tamenliyong（a）Word2Vec skip-grammoxingyuxunliandeciqianru（b）jiyuyiweiCNNdezifujiciqianru（c）ELMomoxingyuxunliandeyujinghuadanciqianru，sanzhongbutongciqianrulianjieerchengdexiangliangzuoweishuru。jingyicengshuangxiangchangduanqijiyiwangluo（BiLSTM）bozhuoxuliexinxi，zaijingtiaojiansuijichang（CRF）bozhuobiaozhuzhijiandefenbuguilv，shuchubiaozhu。erbiaozhumoshishichangjiandeBIOmoshi，jibiaozhuyigecidecitou（B，Begin）yucizhong（I，Inside），yijiqitaci（O，Other）laiquedingshitimingdebianjie，lirutu3zhong，B-REAGENT_CATALYSTyuI-REAGENT_CATALYSTdebiaozhuduiyingsulfuricacidshiREAGENT_CATALYST。weiliaoyanzhengsanzhongciqianruduimoxingdebiaoxian，tamenfenbiejianshaoyizhongciqianru，dedaodejieguorubiao2suoshi，xiangbimeiyouyuxunliandezifujiCNNciqianru，liangzhongyuxunliandeciqianruduimoxingbiaoxiandeyingxianggengda。biao2 jianshaoqizhongyizhongciqianrushidemoxingbiaoxian[8]——zongjieyuzhanwang——zaihuaxuemingmingtishibierenwuzhong，BiLSTM+CRFpeiheyuxunliandeciqianru，yibankezuoweibaselinejibiedefangfa。duiyuzidongtiqudefanyingdesuoyoumoxing，zhunquelvzaigaoyewufadadao100%，yincihuanxufazhanxiaoduifanyingdesuanfa（jiangjiaorongyihunxiaodefanyingwuyurongji、cuihuajijinxingxiaodui），houqiruguojianliyoujifanyingshujukuhuanshixuyaojinyiburengongxiaodui（xiaoduisuanfakeyijianqingrengongxiaoduifudan，rengjuyouyiyi）。erzaicizhihou，ChEMUshiyanshizhunbeiyu2021nianzengjialiangxiangrenwu，yigeshizhaodaoyuzhuanlihuaxuefanyingwenbenxiangsidehuaxuefanyingyufanyingtiaojian，lingyigeshishibiezhuanlihuaxuewenbenzhongdegezhongbiaodashizhijiandezhidai（zhidaixiaojie，zhaodaozhidaicideguishu）[9]。qianzheweiyoujishiyanzhejiansuoxiangsifanyingyushaixuanfanyingtiaojiantigongbianli，houzheshidaguimozidonghuatiquzhuanliwenbenzhongyoujifanyingzhongbixumaiguodeyidaokan，yincizhideduihuaxuewenbenwajueganxingqudeyanjiuzhechixugenjinyucanyu。cankaowenxian：[1]Lowe, D. M. “Chemical reactions from US patents” https://figshare.com/articles/Chemical_reactions_from_US_patents_1976-Sep2016_/5104873[2]Lowe, D. M. Extraction of chemical structures and reactions from the literature. Diss. University of Cambridge, 2012. DOI: 10.17863/CAM.16293[3]Ai, C. S., Paul E. Blower Jr, and Robert H. Ledwith. "Extraction of chemical reaction information from primary journal text." J. Chem. Inf. Comput. Sci. 30.2 (1990):163-169. DOI: 10.1021/ci00066a012[4]Jessop, D. M., Sam E. A., and Peter M. R. "Mining chemical information from open patents." J.cheminform. 3.1(2011):1-17. DOI: 10.1186/1758-2946-3-40[5] Vaucher,A.C., Zipoli, F., Geluykens, J., et al. “Automated extraction of chemical synthesis actions from experimental procedures.” Nat.Commun. 11, 3601(2020). DOI: 10.1038/s41467-020-17266-6[6]IBM RXN for chemistry https://rxn.res.ibm.com[7]He, J., et al. "Overview of chemu 2020: Named entity recognition and event extraction of chemical reactions from patents." International Conference of the Cross-Language Evaluation Forum for European Languages. Springer, Cham, 2020. DOI:10.1007/978-3-030-58219-7_18[8]Dao, M. H., and Dat Q. N."VinAI at ChEMU 2020: An accurate system for named entity recognition in chemical reactions from patents." CLEF, 2020.[9]ChEMU http://chemu.eng.unimelb.edu.au
就(闯颈耻)基(闯颈)金(闯颈苍)代(顿补颈)销(齿颈补辞)机(闯颈)构(骋辞耻)而(贰谤)言(驰补苍)，黄(贬耻补苍驳)大(顿补)智(窜丑颈)也(驰别)指(窜丑颈)出(颁丑耻)，由(驰辞耻)于(驰耻)代(顿补颈)销(齿颈补辞)机(闯颈)构(骋辞耻)在(窜补颈)搭(顿补)建(闯颈补苍)或(贬耻辞)采(颁补颈)购(骋辞耻)实(厂丑颈)时(厂丑颈)估(骋耻)值(窜丑颈)系(齿颈)统(罢辞苍驳)时(厂丑颈)，需(齿耻)要(驰补辞)付(贵耻)出(颁丑耻)相(齿颈补苍驳)应(驰颈苍驳)的(顿别)营(驰颈苍驳)业(驰别)成(颁丑别苍驳)本(叠别苍)，下(齿颈补)线(齿颈补苍)基(闯颈)金(闯颈苍)净(闯颈苍驳)值(窜丑颈)实(厂丑颈)时(厂丑颈)估(骋耻)值(窜丑颈)功(骋辞苍驳)能(狈别苍驳)一(驰颈)定(顿颈苍驳)程(颁丑别苍驳)度(顿耻)上(厂丑补苍驳)可(碍别)以(驰颈)节(闯颈别)约(驰耻别)代(顿补颈)销(齿颈补辞)机(闯颈)构(骋辞耻)的(顿别)营(驰颈苍驳)业(驰别)成(颁丑别苍驳)本(叠别苍)。
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