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DataModelOutput Acc. (%)A PosterioriConcept Acc. (%)
BPpPddaEDUCE97.0 ± 0.182.4± 0.8
No Concept Loss97.4±0.125.9±0.6
No Concept Loss+L196.5±0.244 ± 2.6
Baseline98.75 ±0.0n/a
VANNNsEDUCE87.5 ± 0.278±6.5
No Concept Loss88.2±0.131.0±0.7
No Concept Loss+L186.3±0.756±3.2
Baseline92.08 ±0.1n/a
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Concept 0software services giant / moonwalk to home / video display chip / downloading music .
Concept 1upcoming my prerogative video / his ever-growing swimming /launch of a video display chip /illegality of downloading
Concept 2oil market ./oil giant sibneft /oil pricesand/corp .&lt brcm
Concept 4cash settlement of up to #36 50 million / six-year deal worth about $40 million / the dollardipped to a four-week low against the euro /five shares，
Concept 6olympic 100-meter freestyle/sox ’family/olympics should help/athletes were already
Concept 8frail pope john paul / indian army major shot /unions representing workers / govermentrepresentatives.
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Class Business:sports retailer jjb yesterday reported a near 25 drop in profits and continuing poor sales, and ended shareholders #39 hopes of a takeover by announcing that a potential bidder had walked away .
Class World: bangkok,thailand sept.30,2004 - millions of volunteers led by emergency teams fanned out across thailand on thursday in a new drive to fight bird flu after the prime minister gave ofcials 3O days to
eradicatethe epidemic. ClassSports: the spanish government responded to diplomatic pressure from britain yesterday by starting a search for fans who racially abused england players during a quot friendly quot football match with spain .
Class Sci/Tech: los angeles (reuters）- a group of technology companies including texas instruments inc . &lt txn .n&gt，stmicroelectronics &lt stm.pa&gt and broadcom corp &lt brcm .o&gt,on thursday said they will propose a new wireless networking standard up to 10 times the speed of the current generation.
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DatasetPPPPPTIModelBaselineOutput Acc. (%)98.75± 0.0A PosterioriConcept Acc. (%)n/aSparsityn/a
No Concept Loss97.4± 0.125.9± 0.65.51 ± 0.1
EDUCE入= 0.00197.3± 0.128±1.75.60± 0.1
EDUCEX=0.0197.3± 0.139 ± 3.55.39 ± 0.1
EDUCEX=0.197.0± 0.182.4±0.83.5±0.2
No Concept Loss +L1, XL=0.00197.4± 0.127±1.95.5 ±0.1
No Concept Loss + L1,入L1=0.0197.46±0.128±2.15.12±0.0
No Concept Loss + L1, 入L1=0.196.5±0.244±2.63.1±0.1
No ConceptLoss + L1,入L1=1.0084±2.077 ± 2.41.31 ± 0.0
AANNNsBaseline92.08±0.1n/an/a
No Concept Loss88.2±0.131.0±0.75.2±0.2
EDUCEX= 0.00188.4± 0.133±1.65.2±0.2
EDUCEX=0.0188.6± 0.140± 2.14.6± 0.2
EDUCE入=0.187.5± 0.278±6.52.4±0.2
No Concept Loss+L1,XL=0.00188.3±0.231.6± 0.75.1±0.2
No ConceptLoss +L1,L1=0.0188.7±0.234± 1.44.6±0.2
No Concept Loss+ L1, XL= 0.186.3±0.756±3.22.2±0.1
No Concept Loss + L1, 入L=1.0053±3.289±2.80.50±0.0
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Concept0tfruity esters ,and/ fruits ,caramelized pecans,and/ toffee and caramel accents,/ coffeeand chocolate flavors/ earthy hop resin .
1Concept delicious and with/ enjoyed this beer/ damn good beer/ nice stout that/ good beer to
Concept2creamy and a/ chewy and rich and drinkability/ creamy mouthfeel that/ smooth and justvelvetyon the/ thick,and
Concept3rich malt scents/ aroma is quite hoppy with big citrus/ tons of different sweet malts , toffe/smells extremely roasty/boom of grapefruity
Concept4octoberfest : say the word and you probably/ 2O04 vintage : pours/ 12 ounce bottle acquiredin a trade/i hate to be the guy/12oz bottle,best before 9/O9,sampled 5/16/09
Concept5which is fantastic/ it is delicious/ is intensely packed/and a lovely/builds a wonderful
6Concept|'m really digging/ a damn good/ a super fresh growler/ the better abitas/ a great traditional
Conceptgood head and lacing/ beautiful golden-amber color/ creamy tan head/ nice deep browncolor/ proud head has settled . nothing
Concepte8easy to drink/ hot summer day/ drinkability easy/ easy to down/ can easily turn this 'strongale’into a session
9Concept carbonation is graceful/ drinkability is excellent/ mouthfeel is wonderful/ mouthfeel isexemplary/ drinkability : excellent
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ModelAppearanceSmellPalate
Prec.Extr.Prec.Extr.Prec.Extr.
EDUCE81±6.94.9±0.579±3.14.8±0.450±6.64.1±0.6
Lei et al. (2016)96.31495.1780.27
Bastings et al. (2019)98.11396.8789.87
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Class Sports: just imagine what david ortiz could do on a good night ’ s rest . ortiz spent thenight before last with his baby boy,d’angelo,who is barely 1 month old. he had planned onattending the red sox 'family day at fenway park yesterday morning ,but he had to sleep in . afterall ,ortiz had a son at home , and he . .
Class Sports: foxborough-looking at his ridiculously developed upper body ，with huge bicepsand hardly an ounce offat,it’s easy to see why ty law ,arguably the best cornerback in football,chooses physical play over finesse . that’s not to imply that he’s lacking a fnesse component,because he can shut down his side of the field much as deion sanders :
Class Sports: ap = american natalie coughlin won olympic gold in the 100-meter backstrokemonday night , coughlin ,the only woman ever to swim under 1 minute in the event,finished firstin l minute,O.37 seconds . kirsty coventry of zimbabwe ,who swims at auburn university inalabama,earned the silver in 1 Oo .50. laure manaudou offrance took bronze in 1 00 .88.
Class World: lourdes ， france - a frail pope john paul ii， breathing heavily and gasping attimes,celebrated an open-air mass on sunday for several hundred thousand pilgrims,many inwheelchairs ,at a shrine to the virgin mary that is associated with miraculous cures .at one pointhesaid help me in polish while struggling through his homily in french ..
Class World: najaf,iraq = explosions and gunfire ratted through the city of najaf as u . s . troops in armored vehicles and tanks rolled back into the streets here sunday，a day after the collapse oftalks - and with them a temporary cease-fire - intended to end the fighting in this holy city ...
Class World: kabul, afghanistan = government troops intervened in afghanistan ' s latest outbreakof deadly fighting between warlords , flying from the capital to the far west on u . s . and natoairplanes to retake an air base contested in the violence,offcials said sunday ...
Class Business: london ( reuters ) - the dollar dipped to a four-week low against the euro onmonday before rising slightly on profit-taking ，but steep oil prices and weak u. s . data continuedto fan worries about the health of the world’s largest economy .
Class Business: new york ( reuters ) - the dollar extended gains against the euro on monday aftera report on flows into u . s . assets showed enough of a rise in foreign investments to offset the current account gap for the month .
Class Business: reuters - apparel retailers are hoping theirback-to-school fashions will make the grade amongstyle-conscious teens and young adults this fall , but it couldbe a tough sell ， withstudents and parents keeping a tighterhold on their wallets .
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Predicted: Business,True Class: Sci/Tech hong kong（reuters ）- dell inc ，&lt dell .o&gt ，theworld ’s largest pc maker ,said on monday it has left the low-end consumer pc market in chinaand cut its overall growth target for the country this year due to stiff competition in the segment .
Predicted: Business, True Class: World supporters and rivals warn of possible fraud governmentsays chavez ’s defeat could produce turmoil in world oil market .
Predicted: Sports,True Class: World athens， greece - top american sprinters jason lezak and ian crocker missed the cut in the olympic lOO-meter freestyle preliminaries tuesday ， a stunning
blow for a country that had always done wellin the event . pieter van den hoogenband of thenetherlands and australian ian thorpe advanced to the evening semifinal a day after duelingteenager michael phelps in the 2OO freestyle，won by thorpe .. .
Predicted: Sci/Tech, True Class: Business san francisco -in the latest of a series of productdelays, intel corp . has postponed the launch of a video display chip it had previously planned to introduce by year end , putting off a showdown with texas instruments inc . in the fast-growingmarket for high-definition television displays.
Predicted: World, True Class:Sports athens-the mistakes were so minor. carly patersons foot scraping the lower of the uneven bars . courtney kupets ' tumbling pass that ended hereinsteadof there.mohinibhardwaj’s slight stumble on thebeam.
Predicted: World,True Class: Sports thens ,aug . 17 - so michael phelps is not going to match the seven gold medals won by mark spitz . and it is too early to tell if he willmatch aleksandr dityatin, the soviet gymnast who won eight total medals in 198O . but those were not the ...
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Concept0lourdes , france / david ortiz could do on a good night ’/） - monsanto / foaf/loaf andbloom filters have
Concept1man who claims gov /install shutters outside their windows /reuters - apparel retailers/ downloading music .the ignorance
Concept2 najaf ,iraq - explosions and gunfire /latest veterans committee ballot / steep oil prices/billed its ipo
Concept3 google inc .’/ the pollution, the daylight , the noise / video display chip/ download-ing music . the ignorance
Concept4lourdes, france / veterans committee ballot / intel corp .has /downloading music .the ignorance
Concept5sprinters jason lezak and ian crocker missed /david ortiz could/ the season ./wirelessnetworking standard up to 1O times the speed
Concept6 oil market . /david ortiz could do on a good night’ /profit-taking ,but steep oil prices/boston the jury is still out on whether a computer
Concept7pilgrims,many in wheelchairs/david ortiz could/factory is never/nobel laureate inmedicine
Concept8, france - a frail pope / new york(/ world ’s largest economy /maps, figures andendless charts
Concept9 afp - india ’s tata iron and steel company / quot it hurt / profit-taking ,but steep oil /goverment representatives . but i hope you find it
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Concept0 software services giant / moonwalk to home /video display chip / downloading music
Concept1upcoming my prerogative video / his ever-growing swimming / launch of a videodisplay chip / illegality of downloading
Concept2oil market . /oil giant sibneft /oil prices and / ipos . public
Concept3100-meter freestyle preliminaries tuesday ,a stunning blow for a/ the red sox ’ familyday at /the winner ./entire era .
Concept4cash settlement of up to #36 50 million / six-year deal worth about $40 million / thedollar dipped to a four-week low against the euro / five shares ，
Concept5york,light /boston and texas /london(reuters /newsday #146 s
Concept6olympic 1O0-meter freestyle/ sox ’family /olympics should help /athletes werealready
Concept7 gunfire rattled through the / election . on / democratic coordination or cd as the /wiretapping internet phones to monitor criminals and terrorists is
Concept8frail pope john paul / indian army major shot /unions representing workers/ gover-ment representatives .
Concept9lourdes,france /ap - american natalie /new york -/ap - it
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Class Company: transurban manages and develops urban toll road networks in australia and north america . it is g top 50 company on the australian securities exchange (asx）and has been in business since 1996. in australia transurban hasa stake in five of sydney’s nine motorways and inmelbourne it is the full ownerof
citylink which connects three ofthe city’smajor freeways.in theusa transurbanhas ownership interests in the 495 express lanes on a section of the capital beltway around washington dc . Class Animal: the red-necked falcon or red-headed merlin (falco chicquera ) is a bird of prey in the falcon family . this bird is a widespread resident in india and adjacent regions as wellas sub-saharan africa . it
is sometimes called turumti locally . the red-necked falcon is a medium-sized long-winged species with @ bright rufous crown and nape . it is on average 30-36 cm in length with a wingspan of 85 cm . the sexes are similar except in size males are smaller than females as is usual in falcons .
Class Plant: astroloma is an endemic australian genus of around 2O species of flowering plants in the family ericaceae . the majority of the species are endemic in western australia but a few species occur in new south wales victoria tasmania and south australia.species include astroloma baxteri a.cunn .ex dc .astroloma
cataphractum a. j. g . wilson ms astroloma ciliatum ( lindl. ）druce astroloma compactum r . br . astroloma conostephioides(sond.)f.muell.exbenth. Class Album: stars and hank forever was the second (and last)release in the american composers series
by the avant garde band the residents . the album was released in 1986. this particular release featured a side of hank williams songs and a medley ofjohn philip sousa marches.this was also the last studio album to feature snakefinger.kaw-liga samples the rhythm to michael jackson’sbilie jean anddid wellin europe
it is as close as the residents ever got to a bona fide commercial hit . Class Written Work: fire ice is the third book in the numa files series of books co-writen by best-selling
author clive cussler and paul kemprecos and was published in 2Oo2.the main character of this series is kurt austin .in this novel a russian businessman with tsarist ambitions masterminds a plot against america
which involves triggering a set of earthquakes on the ocean floor creating a number of tsunami to hit the usa coastline.it isup to kurt and his team and some newallies to stop his plans. Class Educational Inst.: avon high school is a secondary school for grades 9-12 located in avon ohio . its
enrollment neared 1000 as of the 2008-2009 school year with a 2008 graduating class of 215 .the school colors are purple and gold . the school mascot is an eagle . the avon eagles are part of the west shore conference . they willbe moving to the southwestern conference beginning in the 2O15-20l6 school year.
Class Artist: vicky hamilton ( born april 1 l958） is an american record executive personal manager promoter and club booker writer（ journalist playwright and screenwriter ） documentary film maker and artist .hamilton is noted for managing the early careers of guns n’roses poison and faster pussycat for being a management consultant for motley crie and stryper a 198Os concert promoter on the sunset strip and
a club booker at bar sinister from 2001 to 2010 .[..] Class Athlete: james jim arthur bacon (birth registered october-december l896 in newport district- death unknown ）was a welsh rugby union and professional rugby league footballer of the 191Os and ’ 20s
and coach of the 192Os playing club level rugbyunion (ru)for cross keys rfc and representative level rugby league (rl)for great britain and wales and at club level for leeds as a wing or centre i. e.number 2 or 5 or 3or 4 and coaching club level rugby league(rl) for castleford . Class Office Holder: jonathan david morris (october 8 1804 - may 16 1875)was a u. s . representative
from ohio son of thomas morris and brother of isaac n .morrs . born in columbia hamilton county ohio morris attended the public schools.he studied law .he was admited to the bar and commenced practice in batavia ohio . he served as clerk ofthe courts of clermont county. morris was elected as a democrat to the thirtieth congress to fill the vacancy caused by the death of thomas l .
Class Mean Of Transp.: german submarine u-32 was q type via u-boat ofnazi germany ’ s kriegsmarine during world war ii. her keel was laid down on 15 march I936 by ag weser of bremen as werk 913 . she was launched on 25 february 1937 and commissoned on15 april with kapitanleutnant（kptlt .）werner lott in command .on 15 august 1937 lott was relieved by korvetenkapitan （krv . kpt .）paul buichel and on 12
february 194O oberleutnant zur see(oblt.z.s.）hans jenisch took over he was in charge of the boat until her loss. Class Building: the tootell house (also called king's row or hedgerow )is ahouse at 1747 mooresfield road
in kingston rhode island that is listed on the national registerofhistoric places_the two-story wood-shingled colonial revival house on a 3-acre (l200O m2 ）tract was designed by gunther and beamis associates of
boston for mr. & mrs . f. delmont tootell and was built in 1932-1933 . house design was by john j . g. gunther and elizabeth clark gunther was the landscape architect for the grounds Class Village: angamoozhi is a village in pathanamthita district located in kerala state india angamoozhi is near seethathodu town . geographically angamoozhi is a high-range area . it is mainly a plantation township.both state run ksrtcand private operated buses connectangamoozhi to pathanamthitta city.tourist
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Concept0 a top 50 company / the regular seasonal movement / the production of port wine /the american composers /a bollywood film /the third book /a secondary school /an american record executive personal manager promoter / a well-known v8 supercarspresenter and commentator /a merchant and public official /a type viia u-boat /ahouse at / the main fort / a major poet
Concept1born in philadelphia / tranquil star（foaled / instructional documentary produced /bollywood film released in /nineteenth instalment in / secondary school for /bornapril 1 1958 /birth registered october-december 1896/october 8 1804 - may 16 1875/academy is the volleyball academy of / village in pathanamthitta
Concept2（1800-1870）probably born in/（12 april/) release in/is a bollywood film released in /an omnibus release from /a studio school located in /（born april/ gunji 8 july /(october 8 1804 - may 16 /an iron collier in /of historic places ./fort（also called
Concept3 top 50 company / medium-sized long-winged species with a bright rufous crown/endemic australian genus /album was released /bollywood film released /paulkemprecos and was published /inns of court exclusively entitled / debut albumexplores / lagarto（lizard / hong kong cross-media creator / bird park in / wildblackwater river
Concept4beltway around washington dc . /democratic republic of / plants in the/party live in/my texas ./asheville north carolina./ohio.its /executive .he /democrat tothe / south africa ./mooresfield road in kingston rhode island that /north to south ./kerala state india .
Concept5 is a top 5O company / is a genus of crane fly / is a red portuguese wine grape / isthe debut studio record /is an abc family original movie /was a regional fashionentertainment and lifestyle publication /interactive technologies institute/is a beirut-based lebanese haute couture fashion designer /was a montenegrin serb boxer /is thechief technology ofcer / was a type viia u-boat /of historic places .the two-storywood-shingled / fort (also / is a village
Concept6 company on the /bird of prey in/apple .in / documentary produced by / film releasedin/sequel to the/school for grades /animator .he /catcher .he/cross-media creatorwho /aircraft corporation to /museum was made in
Concept7the brands club mahindra holidays club mahindra travel club /a bird of prey in/an endemic australian genus of around / snooker world rankings 1978/1979 the professional world rankings for /a black and white chinese animation short made in / a british rugby league periodical that / a russian youth football academy based in / a turkish cypriot singer and athlete ./ a welsh rugby union and professional rugbyleague footballer of /a planter a confederate cavalry general in /a type viia u-boat of/ a volleyball academy . / an uninhabited steep rocky island west of
Concept8 street sounds was / medium-sized long-winged species with a bright rufous / rataj places it /ep by linkin park /white chinese animation /british schools (/ secondaryschool for grades /argentine painter of the concretist and cubist schools /eminent an- glican priest /hospital ships was built /national register of historic places /uninhabited steep rocky island west / village in pathanamthitta district
Concept9translation pension fund for /adaptation which enables / mopeds produced by /instructional documentary produced by /bollywood flm released in /book in the /river in kwazulu-natal /memoir of her /boxer in the/presidency of dmitry medvedevbegan /u-boat of nazi / harbour of helsinggr dedicated to /uninhabited steep rockyisland west of
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Concept1is portuguese wine grape
Conceptwilliam james young（1800-1870） probably born in/april 1983-30 december 1992）was a british-bred /ramos ’crepidium ）is a member /brian wilson presents smile/film starring chad everett sarah /robert service then a professor / st . george ’ s r .c .primary /vicky hamilton（born april / james jim arthur bacon（birth registeredoctober-december / jonathan david morris（october /clarence l.evans（de-113）was a cannon-class /arthur goodson house
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Concept7 shoes and other dance shoes and apparel ./racehorse who won at / his sectionmacrophylli / players in the / man who flees the city and works in/biography of jesse lauriston livermore .the /painter who lived in/artist .hamilton is noted formanaging the/footballer of the 191Os and ’2Os and coach of / singer from finland .elomaa was born in/exhibition at the /resident paid for/fan gyhirych in
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Concept11 is a top 5O company on the/ is portuguese wine grape that is used in / is a demo tapeby /was first broadcast in syndication on /was a regional fashion entertainment and /is established under the /is an american record executive personal manager promoter and / was an american racecar driver . primarily/was a merchant and public officialfrom /was a 4337-ton steamship built by /is a house at 1747 mooresfield road in /islocated in/is a police station at
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Concept14university . the first of the/ school and it was released on /school during the early1990s specifically between / school for grades 9-12 located in /school later returningto /school .she graduated from dartmouth college in 1998 with/ schools .he studiedlaw .he was admitted to /university also known as evolutionsmuseet /high locatedin / skole which covers loken momoen
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Concept16first listed inthe/considered by the/identifiedbymelville/listed on the/deliveredto nearly 82OO homes monday through /built in 1959 and has undergone somemodifications from the /a 1965 us number 1 hit single for herman / powered bya miller four-cylinder .it /the former first lady of new/launched on 25 february1937 and commissioned on /built in 1932-1933 ．house design was by john / anuninhabited steep rocky island west of the
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Concept2131 march 2014 pfzw/april 1983- 30 december 1992/april 27 1993/july 61975/ 1933 to july 28 1934 / september 29 1962 /born april 1 1958 /birth registeredoctober-december 1896 /born 5 august 1946 / november 18 1985 / december 291962
Concept22business since 1996 . / heliconiinae commonly called / name has been misappliedfor/label in 1992 ./production created by /based in egremont /founded in 2005 /producer based in toronto who has /united states）./company thornaby-on-tees forburdick and cook london in / sweden established in/name could derive from
Concept23 newspaper comic strip reprints but later on original material / first described by /published his first description of it in / pornographic parodies of /was publishedin / newspaper reported in / romance novels from ／published author himself as / newspaper reporter and editor and（briefly）a /motorcyclist magazine stated /a copy of /his novel on /first written notice about
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Concept27single-engined jet .the company /light golden color/list of motorcycles scootersand mopeds produced /hits released only /bollywood film released /whaling shipcalled / trains indian army personnel /american film and television screenwriter best / american racecar driver /united states navy commander and / type viia u-boat of nazi germany ’s kriegsmarine /submarine museum managed
Concept28 gecko as they claim their cars stick /bird of prey in the falcon family . this bird/ subfamily within the family / japanese phantom thief / eagle ． the avon eagles/brazilian butterfly swimmer /monoplane with wire braced wings / subsidiary of sparrow health /bird species including ducks great crested grebes swans and geese
Concept29largest icelandic commercial banks /is the only mare /is the pacific ocean /waterby the spoonful /agua fria high school /karnik（devanagari /represents the creuse’ s 2nd constituency /a mars-orbiting aeronomy probe/is a large boulder /is an uninhabited steep rocky island west of the dingle /is situated on the lap of vindhyaranges
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Concept31 was only newspaper comic / is a selection / was released in 1986 . this particularrelease/are 1993 pornographic parodies /is the third book /was the original dj /isthe eleventh /is a survey launch /is the world ’s tenth longest river
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