bwbayu/sbert_model_jobcv

SentenceTransformer

This is a sentence-transformers model trained. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

• Model Type: Sentence Transformer
• Maximum Sequence Length: 512 tokens
• Output Dimensionality: 768 tokens
• Similarity Function: Cosine Similarity

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: DistilBertModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
    'education detail tech electronics instrumentation engineering jaunpur uttar pradesh vbs purvanchal university automation tester automation tester tech mahindra skill detail company detail company tech mahindra description mumbai present project contribution tech mahindra project title payment gateway jio money role automation tester responsibility analyzing manual test case create automation script working redwood tool automation maintained regression pack per project requirement performed api testing created automation script api testing enhancing framework support cross functionality testing execute test case evaluate test result manual automated testing maintaining script per requirement adding new automated test improve automated test coverage functional regression performed automation testing analyzing test result report defect bug tracking system drive issue resolution preparation test data different test condition ensure coverage business rule performed sanity ad hoc regression testing participated defect triage meeting developer validate severity bug responsible tracking bug life cycle worked development team ensure testing issue resolved project description jio money jio payment gateway provides facility merchant user enable pay jio money feature include purchase bill payment load money short cash purchase pay merchant pay user etc inscripts project title cometchat role automation tester responsibility created automation framework bug report using page object data driven framework automated email test script handling qa ticket coordinate development team project description cometchat chat solution site app help grow customer base exponentially drastically increase time spent user cometchat several useful feature like one one chat group chat audio video call screen sharing game real time chat translation mobile apps desktop messenger project title web tracker role sr software tester responsibility creation test scenario test script test case execution test case ad hoc manual testing regression testing automation testing test script using tool selenium webdriver project description accomplishment web tracker aim provide time sheet facility customer release contains following feature related employee time tracking task assignment tracker submission reminder approval notification hayaan infotech project title real estate agent website role sr software tester responsibility creation test scenario test case execution test case smoke testing black box testing ad hoc manual testing regression testing project description project web page graphical html representation neighborhood made different type house apartment several sale people around country responsible selling house apartment web site web site help user purchase request estate property project title commerce website role software tester responsibility creation test scenario test case execution test case ad hoc manual testing smoke testing black box testing regression testing project description project includes order processing invoice generated printing packaging slip order payment return material authorization label sheet printing order processing application big main entity involved order processing customer sale person admin project title enquiry invoice system role software tester responsibility creation test scenario test case execution test case smoke testing black box testing ad hoc manual testing regression testing project description application browser based application reduce investment hardware software proposed system contains following module offer database management reporting various activity company application comprise following module inquiry estimation quotation negotiation purchase order system delivery system mi report company inscripts pvt ltd description company haayan infotech pvt ltd description',
    'qualification maximum age forty five year old minimum education bachelor major minimum five year experience sale manager experienced skincare cosmetic distribution experienced dealing department store experienced product merchandise good leadership managerial communication skill creative good problem solver able think strategically duty responsibility get big distributor throughout indonesia create find develop sale team create distribution development strategy achieve specified turnover target monitor development sale team daily weekly monthly accompanied analysis result improvement plan provide report management regarding field market condition competitor activity thing maintain develop good relationship client conduct periodic client performance review present sale development market development projection able implement product promotion branding program',
    'financial located nyc leading financial service company providing working capital small midsize business nationwide established two thousand eight support small business need financing sustain grow enterprise providing innovative customized flexible working capital solution operate consultative approach listening customer providing best meet need ever changing financial market date financial funded twenty two zero individual transaction fifteen zero unique customer company funded seven hundred fifty million working capital solution small business since inception position summary looking talented full stack net software engineer solid experience good communication skill eye toward detail help u take outstanding web based lending platform next level come join team value excellence teamwork integrity produce exceptional fin tech solution using latest technology financial place develop career help develop next generation financial product base salary range 70kto110k depending experience includes competitive benefit package conveniently located midtown manhattan near ny penn station port authority bus terminal several subway bus line full time permanent position nov sponsorship transfer noc2c third party candidate day life full stack net developer work team member design implementation core platform technology integration financial service authentication rule engine data model workflow design implement test external facing apis facilitate external integration platform integrate sql server backend using proprietary least three year significant c asp net development experience solid understanding mc vw razor solid command html cs javascript depth knowledge relational database sql server orm work well team also take responsibility task work independently adept writing unit test testable code benefit working financial good work life balance medical dental vision coverage 401k match life insurance cost employee generous time plan including rollover vacation day commuter benefit health care dependent care flexible spending',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Evaluation

Metrics

Semantic Similarity

• Dataset: sts-dev
• Evaluated with EmbeddingSimilarityEvaluator

Metric	Value
pearson_cosine	0.9657
spearman_cosine	0.8658
pearson_manhattan	0.9554
spearman_manhattan	0.8654
pearson_euclidean	0.9596
spearman_euclidean	0.8656
pearson_dot	0.9061
spearman_dot	0.8657
pearson_max	0.9657
spearman_max	0.8658

Training Details

Training Dataset

Unnamed Dataset

• Size: 24,962 training samples
• Columns: clean_cv, clean_jd, and label
• Approximate statistics based on the first 1000 samples:

  	clean_cv	clean_jd	label
  type	string	string	int
  details	min: 17 tokens mean: 388.66 tokens max: 512 tokens	min: 21 tokens mean: 205.55 tokens max: 512 tokens	0: ~48.50% 1: ~51.50%

• Samples:

  clean_cv	clean_jd	label
  sr javaj2ee developer sr javaj2ee span ldeveloperspan sr javaj2ee developer american bank experience developing webbased application enterprise application client server application javaj2ee environment coupled rdbms exposure ntier application involved complete sdlc life cycle project includes poc proof concept design document development testing production strong experience framework core boot mvc aop test rest security data transaction extensive experience web application development using jdbc servlets jsp jstl java bean mvc strut json swing rmi ejb jsf jndi jms soa soap spring hibernate mybatis javascript angular j ajax jaxrpc xml html experienced multithreading concurrent programming good understanding javascript framework like angular j backbone j experience object oriented design analysis solid analytical problem solving decisionmaking skill proficient development application using java j2ee technology experience jsp servlets strut hibernate framework experience using design pattern including mvc singleton frontend controller service locator decorator experience developing application using software methodology like agile waterfall iterative development solid understanding data structure algorithm objectoriented design concept uml use case sequence class diagram rational rhapsody used solr dependency injection di inversion control ioc wide experience core java javascript jsp java bean angular servlets ajax jquery jdbc xml cs xhtml html extensive experience xml related technology xml xsl xhtml xslt jaxb experience using database mysql m sql server db2 oracle 9i10 good understanding rdbms database design writing query stored procedure using database like oracle sql server experience deploying system amazon web service amazon ec2 amazon s3 amazon rds developed deployed j2ee application web application server including apache tomcat web logic jboss ibm web sphere experienced writing serverside component enterprise java bean ejb session entity bean remote method invocation rmi distributed computing application access remote server invoking database java database connectivity jdbc thorough knowledge unit testing experience working ant maven gradle dependency management build tool single module multi module environment posse excellent leadership quality good problemsolving capability efficiency management skill communication ability work strict deadline work experience sr javaj2ee developer american bank co present responsibility participating requirement analysis technical assessment project life cycle used agile methodology attended weekly scrum meeting update working status etc developed application ui screen using html5 css3 javascript bootstrap babel redux nodejs created reusable component used across various module using reactjs jsx involved creating rest service using nodejs expressjs mongoose bodyparser npm module created view hook model document object model dom synchronize data server single page application spa using react j used webpack module bundler used reduxpromise application retrieve data backend also perform restful service developed redux action store reducer function implement unidirectional data flow application used nodejs run grunt task build properly project compile minify etc extensively used factory object nodejs use common function different view used scala templating rendering standard markup page along ui build made reactjs nginx analyzed sql script designed solution implement using scala used j2ee design pattern like mvc singleton factory dao dto service locator etc developed restful web service using jersey framework jaxrs created rest based web service establishing link using hateoas based application used spring core dependency injectioninversion control ioc integrated hibernate spring boot microservices developed microservice architecture using rest apache kafka installation configuration administration jboss eap red hat linux environment built jboss scalable high availability clustered platform architecture monitored service health check spring boot admin console using swaggered ui registered micro service performed load balancing among server implemented using ribbon implemented fail safe circuit breaker pattern spring boot micro service application using hystrix developed apache camel route mediation used various enterprise integration pattern connect system used spring jpa transaction manager manage transaction application used eclipse based spring tool suite sts development debugging spring boot application microservices deployed amazon web service aws lambda expression enhanced existing rest application program interface api adding new operation using spring jersey created documentation webservices using swagger provided cloud environment microservices using spring cloud eureka server designing developing online client window api using swing class deployed docker contained spring boot micro service spring ec2 container service using aws admin console used lambda run application amazon web service aws console experience building docker image running docker container worked apache tomcat nodejs server deploy configure java apis frontend module experience korn based script triggering unix j2ee based task uploaded file oracle database using clob blob loading data flat file oracle g database using sql loader unix script used hql named parameter named query interface expression query criterion implementation hibernate template extensively used hibernate cache experience hibernate mapping eh cache lazy loading transaction locking used mongodb third party tool mongobuilt binary monitor analyze performance created test automation framework using selenium web driver configured protractor test class selenium grid end end testing front end worked several testing framework junit easy mock mockito power mock used junit unit testing implemented log4j provide log exception helped provision manage aws linux server ansible developed python oo design code logging debugging code optimization used redis creating background job placing job multiple queue processing using jenkins glu building deploying project worked stash git repository software used build deployment tomcat server splunk log monitoring involved code review unit testing using junit framework used drool engine validating business rule executing runtime used git version control jira bug tracking project management environment java spring hibernate spring boot jpa javascript reactjs scala html css3 nodejs reactjs bootstrap requirejs jade npm babel web pack swing python unix apache tomcat sts oracle g mongodb log4j junit easy mock jbpm selenium xml web service soap ui kafka eureka spark ribbon ansible splunk aws gradle git plsql docker hateoas curl sr java developer john deere boston responsibility involved preparation technical design document including class diagram sequence diagram flow chart process flow diagram etc involved agile sprint methodology requirement gathering analysis planning development testing code written java feature like collection exception handling serialization strong understanding excellent skill developing designing professional ajax driven elegant enterprise web application using ajax flex action script javascript cs html custom tag library jsf jquery dojo extjs various java design pattern developed ui page using html cs java script jsp jquery jstl taglibs json project involved extensive use different framework feature including spring template involved configuration spring service applicationcontextxml implemented application using spring ioc spring mvc framework batch spring boot handled security using spring security written java class developing user interface using oops concept multithreading inheritance polymorphism collection api used spring business layer class involved developing code obtaining bean reference config file experience hibernate includes integrating legacy database writing custom crud statement integrating stored procedure function performed polymorphic association designed developed logging component using apache log4j log message error side change followed coding guideline implementing application used scala templating rendering standard markup across page along ui build made reactjs used apache cxf develop rest service soap ui testing web service server proficient developing web service related technology frame work wsdl soap rest axis jersey soap ui generating client client using eclipse web service consumption worked variety frontend javascript framework like angularjs backbonejs reactjs jquery jquery ui good knowledge emberjs written sql script executed oracle g database used svn git source code version control designed developed ui screen using strut dojo javascript jsp html dom cs ajax environment java servlets jndi html javascript cs xml dom xsd xslt ajax jquery jaxp jaxb ioc mvc aopspringboot cloud camunda bpm dojohibernate hql raml mmc active mq apache cxf jaxws jenkins jboss server emma svn junit log4j docker sprint scrum oracle g java developer state ca responsibility involved various phase software development life cycle sdlc worked highly dynamic agile environment participated scrum sprint meeting developed ui using html5 css3 javascript bootstrap jquery angular j node j built angularjs module controller pop modal file uploaders created reusable directive factory service angularjs used backbonejs reactjs create controller handle event triggered client send request server involved writing java api amazon lambda manage aws service used plugin development rcp version developing layout like grid layout fill rcp designed implemented application using spring boot spring mvc ioc annotation spring aop transaction spring hateoas implemented authentication authorization application using spring security oauth2 designed developed microservices business component restful service endpoint using spring boot implemented restful soap based web service using jaxrs jaxws respectively implemented firsthand bestworst practice integrating microservices existing system architecture microservices used strategy gradually replace core monolithic application still adding business feature prepared call hibernate spring jdbc interacting database worked integrated hystrix dashboard monitor microservices using circuit breaker implemented multithreading concurrency exception handling collection whenever necessary experienced aws service smoothly manage application cloud creating modifying instance participated troubleshooting issue aws eureka cloud environment participated creation spring configuration using java8 feature lambda expression stream filter worked docker container management along volume container based db service docker artifactory configuration setup worked spring ribbon kafka broker service handle heavy traffic experience writing complex plsql query using join stored procedure function trigger cursor index oracle db installed deployed monitoring solution splunk service performed data extraction loading json data serverside content mongo db configured jms server setup db connection pool setup deployed returned item web sphere server used active mq communicate controller used service layer implement business logic implemented batch job using spring batch created various item reader item writer item processor involved support end operation support ossbss business support system identify gap propose solution manage issue resolution used unix shell script searchmodify file validation done using soapui ready api testing tool framework different environment deployed tested application web sphere application server developed test case unit testing integration layer using mockito framework setup ci cd process application using jenkins implemented configured customized jira issue tracking software agile plugin across company function worked log4j validate functionality junit unit testing used github maintain version file took responsibility code merges branch trunk creating new branch new feature implementation start environment java18 j2ee html5 css3 bootstrap jquery angular j reactjs javascript node j eclipse rich client platform ioc mvc boot batch spring hateoas spring data hibernate active mq restful postman soap micro service aws ec2 docker mongo db oracle maven sts web sphere application server mockito jms unix jenkins jira log4j git sr javaj2ee developer united health group minnetonka mn responsibility created use case diagram uml using rational rose reengineered application screen jsp based strut framework involved design application using j2ee architecture employ modelviewcontroller design pattern participated agile daily scrum meeting progress reporting task distributing involved core java coding using java apis collection multithreading exception handling generic enumeration java io fulfill implementation business logic configured xml file open source spring framework fulfill proxy pattern configured xml file hibernate applied orm enable data transaction pojo oracle database using caching sessionfactory well caching query responsible overall project development fund module flex41 version wrote crud operation mutual fund financier list using ibatis db2 developed xml file dtds schema parsing using sax dom parser wrote roll procedure plan environment mixed window xml hbase nosql xslt developed web application using html parsed data xml format using sax loaded database responsible creating complex sql query stored procedure analyzed table mysql database used spring tag library form data binding theme displaying validation error integration spring portlet framework flex based custom component used hive ql map reduce cassandra bulk load java web service unix shell script active mqs used spring inversion control transaction management gui maintenance screen designed developed ui using primefaces jsf library javascript designed rest api logging front end error occurring angular j tableau dashboard log harvested reported elastic search tool extensively used json object ajax ui display automated aws deployment shellant script connected test environment host used build creating stored procedure fine tuning existing procedure handle huge amount transaction worked spring quartz scheduling task like generating reportspolicies customer trace error glassfish server log file find location existing problem involved configuring hibernate mapping filesannotations pojo object used hibernate transaction management hibernate batch transaction hibernate cache concept developed data abstraction layer using hibernate orm spring support jdbc driven component designed developed restful web service using framework data communication various event ordering fulfillment system developed using soap designed developed implemented document transformation application using xml spy tool used bootstrap create responsive website fit user device desktop tablet mobile phone developed stored procedure trigger database intensive task created index referential constraint performance data integrity log used monitor error log used git version control tool extensively worked performance tuning sql query improve performance job used junit unit testing build environment j2ee java spring framework spring mvc jsp jsf servlets hibernate ajax web service aws soap xml java bean angular j knockout j xstream unix ibatis glassfish apache poi ext j jquery javascript oracle g ibm rad nosql websphere agile methodology design pattern rest apache camel cv mongo db apache maven junit html unit testing xslt htmldhtml javaj2ee developer king fisher airline bengaluru karnataka responsibility prototyped designed developed ccis application framework complying soa architecture reused many new applicationsprojects ccis department significantly reducing timecost created mule esb artifact configured mule config file deployed used angular j client server validation expression language built published consumed rest web service supporting xml json perform task appointment cancellation technician job management dispatchtechivr call reduction module developed soap web service tsg ui outage board application used jaxb marshalling unmarshalling java object xml vice versa used soap ui tool testing liquid xml editor validate xml document xsds used jquery angular j jsp javascript html cs jstl frontend module techivr provided support integrating restful web service client performed unit testing using junit integration testing using ivr system invovled creating restful web service using jaxrs jersey tool developing orchestrating service esb call provide apis service portal applied oo design concept design pattern dao singleton factory business delegate service locator improve existing javaj2ee based code base rearchitected refactored performance tuned weblogic j2ee based ccis call reduction application previously came became true application ccis jboss esb development providing necessary input service portal multitasked gathering business requirement user duration feasibility request working project resolving issue environment java j2ee junit jdk spring core mvc hibernate soaprest web service ajax xml jquery html cs tcserver svn jenkins splunk sfx max seed oracle software developer tata docomo hyderabad telangana responsibility team member understood business design development testing closing funding module involved system design using uml use case class sequence diagram created using rational rose involved project migration using strut web framework based mvc2 architecture served integral role analyze design develop implement new requirement used java bean servlets action class action form model jsp strut tag library custom tag jstl tile view action servlet controller jquery implemented design pattern business delegate session faade dao value object proxy service locater created several custom tag jsp maximum reusability user interface component participated several design session create common development strategy eg error handling exception performance improvement practice session management etc designed developed several servlets jsps java class presentation layer extensively worked ilog jrules engine integrate j2ee application responsible writing business rule accessing firing rule session bean design implement server side business persistent logic using ejb implemented application communication asynchronous messaging service using mdb followed test driven development tdd scrum concept agile produce high quality software wrote oracle sql query stored procedure using sqlplsql responsible code review integrated module using weblogic application server implemented junit framework entire application environment java jdk15 j2ee jsp servlets strut ejb xml oracle g unix weblogic10 line framework core java developer axis bank hyderabad telangana responsibility involved prototyping proof concept design interface implementation testing maintenance created use case diagram sequence diagram preliminary class diagram system using umlrational rose designed developed persistence tier using hibernate framework designed developed front view component using jsp html involved developing various reusable helper utility class using core java used across module application developed interactive web page using ajax javascript implemented core java concept like polymorphism inheritance multithreading etc developed reusable utility class core java validation used across module developed java class implementing business logic using ejb stateless session entity message driven bean deployed tested application web server tomcat websphere configured tested application database server oracle g mysql helped database design tuning created stored procedure view database environment jdk core java multithreading collection jsp jstl servlets ejb xml html java script ajax soap wsdl uml jdbc shell scripting junit log4j jms apache tomcat websphere application server oracle g database window nt unixlinux technical skill language java j2ee sql plsql enterprise java jsp servlet jndi jdbc java security jsf markupxml technology xml xsd xslxslt saxdom json web technology html5 css3 java script jquery ajax bootstrap angularjs reactjs nodejs expressjs tool framework strut hibernate spring mvc spring hateoas spring web flow spring ioc aop jms jsf log4j spring boot spring cloud batch spring security web service soap restful uddi wsdl jaxrpc jaxrs jaxws jaxb axis2 jersey micro service architecture webapp server web sphere apache tomcat jboss weblogic database oracle sql sql server ibm db2 mongo db dynamo db development tool eclipse net bean intellij rad spring tool suitests mapping hibernate mybatis jpa testing tool others junit soap ui mockito log4j jira version control cv svn git rational clear case methodology agile scrum waterfall o environment window unix linux mac cloud technology aws ec2 s3 elastic beanstalk eb elastic load balancing elb apigateway cloud foundry skill api linux unix load balancing elastic beanstalk eb ec2 mac	system administrator responsible effective provisioning installation configuration operation maintenance system hardware software related infrastructure individual participates technical research development enable continuing innovation within infrastructure individual ensures system hardware operating system software system related procedure adhere organizational standard guideline essential responsibility install new rebuild existing server configure hardware peripheral service setting directory storage accordance standard project operational requirement develop maintain installation configuration procedure contribute maintain system standard perform daily system monitoring verifying integrity availability hardware server resource system key process reviewing system application log verifying completion scheduled job backup apply o patch upgrade regular basis upgrade administrative tool utility configure add new service necessary perform ongoing performance tuning hardware upgrade resource optimization required configure cpu memory disk partition required document company existing system architecture technology portfolio make recommendation improvement alternative conduct research emerging technology support system development effort recommend technology increase cost effectiveness system flexibility develop document communicate enforce policy standardizing system software necessary develop execute test plan check infrastructure system technical performance report finding make recommendation improvement provide guidance junior member team duty assigned required qualification education bachelor degree equivalent experience experience minimum seven seven year experience working field preferred qualification higher education working experience corporate experience multi unit environment required skill proven experience system network design development solid grounding core enterprise application including server virtualization data center design management directory design maintenance depth technical knowledge network pc platform operating system including version window server microsoft active directory email system enterprise application working knowledge cloud environment azure aws strong knowledge software evaluation principle practice strong analytical problem solving conceptual skill excellent written verbal communication presentation skill excellent technical support documentation skill strong teamwork interpersonal skill ability adaptable dependable handle multiple priority simultaneously ability conduct research emerging technology trend standard product required must able work fast paced environment demonstrated ability juggle multiple competing task ability work independently team environment maintain collaborative relationship demonstrated ability show high level service responsiveness internal customer must proven consistent track record showing ability work level within organization must display high level energy self motivation detail orientated thorough exceptional organizational skill working condition must available work night weekend required business need regular work requires great deal sitting extended period time additional information culinary institute america important u support employee substantial meaningful package benefit believe supporting employee benefit assist work life balance benefit offered based position type status benefit offered may include medical prescription drug plan dental plan vision plan insurance life home auto even pet short long term disability plan generous paid time program including paid holiday retirement saving plan four hundred three b company contribution employee assistance program tuition assistance program tr	1
  skill python sap hana tableau sap hana sql sap hana pal m sql sap lumira linear programming data modelling advance analytics scm analytics retail analytics social medium analytics nlp education detail pgdm business analytics great lake institute management illinois institute technology bachelor engineering electronics communication bengaluru karnataka new horizon college engineering bangalore visvesvaraya technological university data science consultant consultant deloitte usi skill detail linear programming exprience retail exprience retail marketing exprience scm exprience sql exprience le deep learning exprience le machine learning exprience le python exprience le exprience le monthscompany detail company deloitte usi description project involved analysing historic deal coming insight optimize future deal role given raw data carried end end analysis presented insight client key responsibility extract data client system across geography understand build report tableau infer meaningful insight optimize price find process blockade technical environment tableau industry cross industry service area cross industry product project name handwriting recognition consultant project involved taking handwritten image converting digital text image object detection sentence creation role developing sentence correction functionality key responsibility gather data large enough capture english word train lstm model word technical environment python industry finance service area financial service bi development project name swift consultant project develop analytics infrastructure top sap would user view financial report respective department reporting also included forecasting expense role leading offshore team key responsibility design develop data model reporting develop etl data flow validate various report technical environment sap hana tableau sap ao industry healthcare analytics service area life science product development project name clinical healthcare system consultant project develop analytics infrastructure top argus would allow user query faster provide advance analytics capability role involved design deploy phase performed lot data restructuring built model insight key responsibility design develop data model reporting develop deploy analytical model validate various report technical environment data modelling sap tableau nlp industry fmcg service area trade promotion project name consumption based planning flower food consultant project involved setting crm cbp module role involved key data decomposition activity setting base forecast course project developed various model carried key performance improvement key responsibility design develop hana model decomposition develop data flow forecast developed various view reporting customer sale fund validate various report bobj technical environment data modelling sap hana bobj time series forecasting internal initiative industry fmcg customer segmentation rfm analysis consultant initiative involved setting hana python interface advance analytics python course successfully segmented data core segment using mean carried rfm analysis python also developed algorithm categorize new customer defined bucket technical environment anaconda3 python3 hana sps12 industry telecom invoice state detection consultant initiative reduce manual effort verifying closed open invoice manually involved development decision tree classify open closed invoice enabled effort reduction technical environment sap pal sap hana sps12 accenture experience industry analytics cross industry process analytics sap senior developer accenture solution pvt ltd india project involved development sap analytics tool process analytics ipa role develop database object data model provide operational insight client role developed various finance related kpis spearheaded various deployment introduced sap predictive analytics reduce development time reuse functionality kpis prepared production planning report key responsibility involved information gather phase designed implemented sap hana data modelling using attribute view analytic view calculation view developed various kpi individually using complex sql script calculation view created procedure database took ownership developed dashboard functionality involved building data processing algorithm executed server cluster analysis technical environment sap hana sql industry cross industry accenture testing accelerator sap database developer accenture solution pvt ltd india role taken care development activity atas tool also completed various deployment product apart activity also actively involved maintenance database server production quality key responsibility analyzing business requirement understanding scope getting requirement clarified interacting business transform requirement generate attribute mapping document reviewing mapping specification documentation create update database object like table view stored procedure function package monitored sql server error log application log sql server agent prepared data flow diagram entity relationship diagram using uml responsible designing developing normalization database table experience performance tuning using sql profiler involved qa uat knowledge transfer support activity technical environment sql visual window server performance monitor sql server profiler pl sql sql	data scientist market intelligence team support team researcher testing investment thesis using alternative data building systematic model execute result research market intelligence shaping point 72 future combining innovative data source analysis investment tool firm traditional strength deep fundamental analysis company industry operate market intelligence find test analyzes model alternative data conduct deep fundamental research help investment team generate alpha producing idea using data research produce investment insight using machine learning technique fundamental company analysis macro sell side research quantitative methodology testing research hypothesis assumption researcher pulling necessary data disparate source designing validating model transform data actionable insight identifying deploying statistical machine learning deep learning method strike right balance predictive power robustness writing efficient modular dependable code package library script iterating quickly test additive impact new data research finding alpha generation documenting work extensively training teammate use work product eg custom python library orr package collaborating regularly firm big data group point 72aperio firm resource staying abreast new research whats required phd preferred m technical field applied experimental component three year experience relevant field researching real world data problem though necessarily finance extensive experience developing algorithm production grade code strong programming skill python sql sqlplus experience compiled programming language strong written verbal communication skill proven ability collaborate others take care people invest people career health wellbeing want concentrate success leave rest u work provide fully paid health care benefit generous parental family leave policy mental physical wellness program tuition assistance four hundred one k saving program employer match point 72point72 global asset management firm led steven cohen us discretionary long short macro systematic strategy invest eight office across globe look people want build career u people want innovate experiment best adhering highest ethical standard	1
  software proficiency language basic sql pl sql java javaee javascript html cs jquery mysql spring hibernate software tool xillinx modelsim matlab multisim operating system window xp vista ubuntu project profile project fpga implementation team size role programmer aes algorithm aes advanced encryption standard used cryptography protect data encrypted secret key project sorting robot team size role mechanism designer tc sensor sort rgb color ball according color diploma project rfid based student team size role interface attendance system using gsm student show rfid card message send via gsm parent ward detail savitribai phule pune pune university board devops engineer skill detail experience six month experience six month sql experience six month pl sql experience six month core java experience six month javascript experience le one year month html experience le one year month cs experience le one year month jquery experience le one year month experience le one year month mysql experience le one year month python experience detail company parkar consulting lab description working devops team parkar consulting lab hand aws well python	junior business planning analyst gucci new york role mission junior business planning analyst primary responsibility produce distribute scheduled reporting daily weekly monthly ensuring information communicated clear accurate analyst also coordinate collection information internal external source strategic presentation support business planning department budgeting forecasting planning activity company key accountability prepare daily weekly monthly report business channel dose commerce outlet wholesale assist budgeting planning merchandising activity including yearly budgeting process merchandising plan additional project assignment needed support preparation business presentation key requirement bain finance economics engineering business strong quantitative focus advance excel skill required must proficient powerpoint flexibility multitask handle multiple request varying degree priority simultaneously proactive communication skill collaborate multiple team member supporting attention detail capacity thrive pressure ability retain complex verbal instruction excellent organizational skill time management skill work ethic experience working fast paced dynamic environment knowledge retail merchandising metric plus required one year experience quantitative analytical role top tier organization preferred e oem dfv primary location north america united state new york location detail new york corporate office start date soon possible job type permanent schedule full time job business development strategy organization gucci job number 000jrx	0

• Loss: CoSENTLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "pairwise_cos_sim"
  }
  

Evaluation Dataset

Unnamed Dataset

• Size: 6,241 evaluation samples
• Columns: clean_cv, clean_jd, and label
• Approximate statistics based on the first 1000 samples:

  	clean_cv	clean_jd	label
  type	string	string	int
  details	min: 17 tokens mean: 394.32 tokens max: 512 tokens	min: 21 tokens mean: 207.15 tokens max: 512 tokens	0: ~51.20% 1: ~48.80%

• Samples:

  clean_cv	clean_jd	label
  senior database administrator senior span ldatabasespan span ladministratorspan senior database administrator haymarket va work experience senior database administrator verizon oracle database management critical logical provisioning application development test production environment worked business user development group provide metric migration strategy feed report using sql pl sql shell script collaborated development team regarding performance tuning issue coordinated migration standalone database server oracle rac server provided extended support help fix database related performance issue production instance developed data migration plan oracle rac database aws rds involved various activity preparation functional technical document discussion development client regarding proposed solution plsql program script related feed report verizon ashburn va database administrator developer verizon provided daytoday database support fgns os application designed data warehouse responsible maintaining central repository generating metric using informaticas etl software used extract transform load various application source developed slate application sla trending environment idne group record processed provide near realtime statistic system engineer architect verizon gns verizon planned managed os infrastructure architecture including integration system defining hardware configuration component design designed architected vz gnss development test production environment san environment comprising high performance hp sun server hp surestores xp256 xp512 brocade switch developed autologin application replacement vendor application whereby reducing company license maintenance cost education master science information system strayer university science computer science ama computer university skill database database design sql amazon web service scripting cloud computing software development programming system administration database administration link certificationslicenses aws certified developer associate certification number vxp4e5p2dmfq13cr aws certified solution architect associate certification number j226f75cbfe4q2gl additional information key skill problem solving hard working selfmotivated team player dedicated driven communication organized technical skill amazon web service aws software development scripting database design administration system administration cloud computing network technology devops tool programming enterprise architecture pl sql	job description gather evaluate user requirement collaboration product manager engineer illustrate design idea using storyboards process flow sitemaps design graphic user interface element menu tab widget build page navigation button search field develop ui mockups prototype clearly illustrate site function look like create original graphic design seg image sk he table requirement minimum bachelor degree design computer science relevant field minimum gpathree00 minimum one two year work experience ui designer similar role portfolio design project good making illustration good product sense design capability knowledge wireframe tool uptodate knowledge design software like sk h fig main vision movie editor video editor animation skill adobe photoshop adobe illustrator adobe premiere pro able speak english speaking good time management skill experience preparing detailed competitive consumer analysis willing work bsd area	0
  sr javaj2ee developer sr span ljavaspanj2ee span ldeveloperspan sr javaj2ee developer grosvenor capital management il experience software development includes analysis design development quality software standalone application webbased application using javaj2ee technology using software development methodology framework like sdlc ooad agile experience developing web application using javaj2ee concept like oop data structure multithreading collection jdbc jsp servlets jms hibernate spring web service java bean developed web application based different design pattern modelviewcontroller mvc data access object dao singleton pattern factory pattern abstract factory pattern prototype pattern etc experience frontend development using jsp jsp tag library jsf servlets javascript html dhtml html5 jquery javascript ajax angularjs bootstrap nodejs cs well experienced xml parsing technology like sax dom jaxb jibx using xslt good working knowledge spring core orm dao spring mvc architecture hand experience jdbc hibernate persisting data different relational database extensive knowledge java persistence api proficient using rdbms concept oracle mysql experienced writing sql sql plsql stored procedure trigger view good experience implementing web service soap restful api using wsdl jaxws jaxrs well experienced configuring deploying application onto application server like tomcat6x7x jboss web logic8x10x glassfish web sphere6x5x used log4j enabling runtime logging performed system integration test ensure quality system knowledge using apache poi creating modifying displaying m office file using java program java experience using soap ui tool validate web service expertise writing unit test case using junit api mockito experienced using selenium testing experienced writing test case using webdriver testng investigation implementation public facing website amazon web servicesaws good knowledge using ant script building deploying application webapp server extensive experience using ide tool like eclipse netbeans rad highly selfmotivated good technical communication interpersonal skill able work reliably pressure committed team player strong analytical problem solving skill ability quickly adapt new environment technology authorized work u employer work experience sr javaj2ee developer grosvenor capital management il present description grosvenor capital management privately owned hedge fund sponsor private equity firm specializing primary fund investment secondary fund investment coinvestments focus buyout distressed debt mezzanine infrastructure real estate venture capitalgrowth equity investment firm primarily provides service pooled investment vehicle also provides service investment company pension profit sharing plan firm invests alternative investment market united state internationally responsibility involved phase software development life cycle sdlc like analysis design development implementation testing project designed class diagram sequence diagram detailed design phase project using rational rose followed agile methodology maintain system performance minor work development actively participated gathering requirement analysis actively involved status meeting implemented various j2ee design pattern modelviewcontroller data access object factory pattern designed frontend screen using html cs javascript angularjs jquery jstl jsp ajax nodejs bootstrap developed mvc architecture using spring framework spring framework used implement inversion control ioc aspect oriented programming aop used hibernate framework data persistence layer involved creating hibernate pojo object mapped using hibernate annotation used jpa data persistence jta transaction management java message service jms api used allow application component create send receive read message developed implemented business logic component middle tier using ejb framework including stateless session class entity bean class implemented web service associated business module integration worked generating web service class using service oriented architecture soa wsdl uddi soap used soap ui testing web service sending soap request developed web service allow communication application using rest web service implemented procedure package trigger different join retrieve data base using plsql sql script sql created ddl dml script create table privilege respective table database source control using git github jenkins script automating process building testing deploying system developed script various task automate build process deployment application websphere server developed designed qa automation existing system using selenium web driver testng used hybrid keyworddata driven framework extracted data external excel file using apache poi loaded variable scripted code environment j2ee java servlets jsp jstl ejb hibernate jpa jta jms jndi oracle soap soap ui restful web service rabbitmq sql sql mongodb git github websphere html cs javascript angularjs bootstrap ajax mvc design pattern selenium apache poi jenkins maven javaj2ee developer lexisnexis raleigh nc description lexis advance provides access u federal state law source well source international law law growing number jurisdiction source vary jurisdiction may include constitution legislation legislative history statutory code regulation regulatory material case case digest citators public record law review treatise general legal news responsibility involved planning process iteration agile tdd test driven development methodology analyzed modified existing code wherever required responsible gathering documenting maintaining business system requirement developing design document prepared detailed functional requirement along screenshots description module developed use case diagram object diagram class diagram sequence diagram using uml designed developed ui using html cs javascript angularjs jquery jsp jsf jstl bootstrap developed custom directive element attribute class using angularjs implemented spring framework dependency injection spring web service framework utilized hibernate objectrelational mapping purpose transparent persistence onto sql server database used sql db2 back end developed stored procedure batch job trigger analyzed performance application using dynatrace developed web service using soap rest communication application using jaxws jaxrs developed message driven bean mdb component jms messaging involved deployment process application websphere application server maven used entire build process developed script various task automate build process eclipse ide developing debugging application performed unit testing various component using junit mockito created test framework selenium executed web testing chrome ie mozilla web driver used svn version control tool maintain code repository involved enhancement system worked fixing bug supporting entire system environment j2ee java servlets spring hibernate sql db2 dynatrace soap restful web service jms svn websphere html cs jsp jsf javascript angularjs bootstrap mvc design pattern junit mockito selenium java developer pnc bank dayton oh description pnc bank mortgage banking company specializes servicing residential mortgage loan system assist pnc finance division recover money defaulter system help recovery department agent interact borrower analyze reason default current financial status borrower etc system help agent come recovery plan collect default amount borrower responsibility designed developed frontend backend module required integration involved writing use case document uml diagram project design document using rational rose developed various helper class needed following core java multithreaded programming collection class designed frontend screen using html cs javascript angularjs jquery jstl jsp ajax nodejs bootstrap integrated spring dependency injection among different layer application worked persistence layer simple dao springhibernate created maintained configuration spring application framework ioc container hibernate used orm tool persisting data created maintained mapping file transaction control hibernate developed various module using mvc strut used strut tag libs developing user interface involved writing plsql stored procedure function tuning sql query procedure designed developed web service using technology uddi wsdl soap communicate module implemented restful webservice use uri template content negotiation used soap ui testing web service sending soap request involved writing junit test case created unix shell script utility parsing reformatting user data compiling user information report various support purpose used ant build script build application deployed weblogic application server building project development environment eclipse ide debugging application using eclipse source control using git github implemented agile software methodology application participated performance tuning application involved detecting code redundancy thus improving application performance environment java jdk html cs angularjs javascript jquery jsp spring hibernate servlets strut ejb cs unix eclipseweblogic application server git github ant jdbc xml log4j junit sql plsql oracle jaxbjaxws jaxrs soap ui system engineer digital hyderabad telangana description digital provides knowledge management solution increasingly mediacentric world product service enable large volume data automatically acquired compiled organized analysis troubleshooting decisionmaking responsibility involved analysis design development testing phase application using agile scrum methodology implemented mvc architecture application using spring jsp java bean extensively used javascript ajax provide user interactive speedy functional usable user interface designed frontend screen using jsp html cs json created maintained configuration spring ioc container developed business layer dao class wired using spring framework integrated dependency injection among different layer application integrated hibernate spring persistence layer spring aop cross cutting concern like logging exception handling developed soap based web service developed deployed ejb like entity bean session bean supported application debugging fixing maintenance release involved maintenance code change existing code support system involved configuration management using svn script automating process building testing deploying system developed test case using junit test deployed application weblogic application server created several exception class catch error bug free environment logged whole process using log4j give ability pinpoint error involved communicating offshore team resolve application production issue deliver best quality application enhancement client environment java j2ee html cs javascript jsp json ajax servlets mvc hibernate soap jenkins junit svn weblogic log4j junior java developer shoerey digital system bengaluru karnataka description worked content aggregator walt disney content management system multimedia entertainment based domain content importer pull receive content various content source create live event video content object import process system also create group social content service medium asset live event video clip per locale i d social content group stored localized video content object localized medium used microsoft sql backend database tomcat application server responsibility involved requirement gathering analysis existing system captured requirement using use case sequence diagram designed web portal using html used java script ajax used spring ioc dependency injection aop cross cutting concern like logging security transaction management integrated jdbc persistence layer developed dao class written sql accessing data database used xml data exchange developed web service deployment application websphere application server implemented ant build tool build jar war file deployed war file target server implemented test case junit used rad developing debugging application utilized rational clear case version control system code management coordinated qa team participated testing involved bug fixing application environment html javascript ajax websphere ant junit rad clearcase education bachelor skill ajax angularjs application server cs data base html java javascript jms jsp maven rational selenium servlets soap sql testing ui user interface web service additional information technical skill programming language java sql plsql technology jsp jsf servlets jdbc ejb jms java bean soap jaxp ajax cs ilog jta web technology html dhtml xml cs javascript ajax angularjs distributed technology ejb jms jndi application server weblogic jboss apache tomcat glassfish web sphere java framework tool hibernate spring web service soap restful aws ant building tool log4j building tool ides eclipse rad database oracle g db2 mysql version control tool rational clearcase svn github testing tool junit selenium testng mockito soap ui modeling tool rational rose uml ooad rup operating system window msdos unix	qualification maximum forty year old bachelor degree master degree computer science good communication skill least three year experience software game development staff supervisor level 1 year experience project manager familiar various programming language database tool understand system development lifecycle well system analysis design good communication leadership skill experience app industry development game development added value professional project management certification added value able communicate english domiciled anywhere following note adequate internet connection work adequate place work join february two thousand twenty two duty responsibility lead motivate team work better ensure project run according plan according timeline budget scope work ensure allocate human resource internal monitor progress several project monitor involved project change scope timeline hr measure project success based team result coordinate team member ensure project completed properly maintain good relationship company leader investor stakeholder create report comprehensive project documentation	1
  experience providing information creating software solution business need efficiency experience varying accounting position work well independently part team knowledgeable use m office product skill excel spreadsheet meticulous attention detail self directed result oriented professional mature strong problem solver dedicated team player understands grammar experience accountant company name city state prepared amended reviewed individual income tax return assisted individual tax planning preparation corporate income tax return current data processing manager programmer company name city state nation largest independent corn soybean seed company focused developing world best performing corn soybean seed responsible enhancement software written cobol cl ibm system iseries power system assist management staff information need question design develop test document modification account receivable order inventory grower billing miscellaneous invoicing general ledger account payable payroll bank reconciliation budgeting provide information management report query spreadsheet map written document verbally support train employee software change schedule monitor system backup restore information needed design maintain resource password security select accomplishment automate emailing statement account manager create map management automate creation cash management spreadsheet automate end sale reporting transfer grower pricing information account payable file state suta report electronically payroll direct deposit 401k benefit add increase remove field database account number product code developed modified software various marketing pricing program converted software environment native ocl cobol standard design develop test underlying database used web portal created consultant direct deposit check select group vendor developed bank reconciliation financial statement consolidation application program interface kronos employee hour information enhancement allow access select information outside account manager via dial reviewed changed program necessary increase digit developed bill lading application interface inventory account receivable supervisor accounting company name city state member owned profit electric cooperative serving farm home business northwest ia supervised general accounting system including preparation timely accurate financial report maintenance general ledger subsidiary ledger related record accordance gaap rea system accounting supervised non energy related account receivable account payable payroll cash management work order accounting system work performed people responsible employee training performance evaluation within department programmer company name city state modified existing software written cobol ibm system price product according client specification designed programmed inventory system interfaced existing invoicing system programmer company name city state software development company specializing pharmacy seed banking application responsible program development modification cobol basic hardware included system environment pc system system software experience included general accounting seed industry pharmacy banking trucking consulted customer determine special needsand modified software accordingly backup support department providing installation training telephone assistance customer assisted sale department demonstration technical question wrote software documentation designed payroll tax calculation program accommodate tax withholding majority state instrumental design order entry application staff accountant company name city state bank headquarters mn later merged well fargo co responsible preparation end financial statement call report internal report balanced monitored balancing subsidiary ledger general ledger basis reviewed income expense account proper classification wrote basic computer program participated bank business development program education training bachelor art accounting mathematics computer science university northern iowa cedar fall accounting mathematics computer science passed certified public accountant exam state iowa certificate skill accounting general accounting accounting system account payable account receivable automate backup bank reconciliation bank reconciliation banking basic billing budgeting business consulting business development cash management cash management cl cobol hardware certified public accountant client database train employee employee training financial financial report financial statement general ledger ibm inventory invoicing kronos marketing access order entry payroll pc pricing profit program development sale sale reporting software development software documentation spreadsheet spreadsheet tax tax planning preparation tax return telephone web portal written	minimum qualification candidate must recognized degree accounting finance diploma holder welcome apply minimum three year hand working experience handling full set account similar role knowledge sap accounting system preferable good m office application able work multiple stakeholder handle massive inquiry able multitask work pressure fast peace environment posse understanding business developer sap system application product data processing system input bill payment transaction experience expenditure planning management financial accounting master financial statement analysis understand well procedure filing general loan master taxation understand tax reconciliation tax reporting understanding indonesian tax law prioritized high integrity honest responsible leadership skill meticulous proficiency bahasa english active language preferable mandarin strong plus carry solid knowledge accounting knowledge ga apps ak task responsibility responsible full spectrum account portfolio product includes generating raising invoice debit credit note handle month end year end closing manage claim disbursement administered division ensure prompt claim submission disbursement tracking support liaison cash flow expenditure reporting stakeholder cash management banking matter liaise auditor audit schedule support budgeting forecasting exercise financial analysis ad hoc duty assigned management determine monthly forecast annual budget responsible company financial statement matter account mutation bank cash report income expense payment report organize company bill payment ensuring punctuality examine supplier vendor billing file responsible control company expense account receivable debt cash management arrangement responsible make company statement balance sheet profit loss statement cash flow statement produce plan company new policy develop company financial system estimate company overall budget analyzing budget department responsible subordinate performance management ensure continuous professional development able operate indonesia tax system tax report	1

• Loss: CoSENTLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "pairwise_cos_sim"
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: steps
• per_device_train_batch_size: 16
• per_device_eval_batch_size: 16
• learning_rate: 2e-05
• num_train_epochs: 2
• warmup_ratio: 0.1
• fp16: True

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: steps
• prediction_loss_only: True
• per_device_train_batch_size: 16
• per_device_eval_batch_size: 16
• per_gpu_train_batch_size: None
• per_gpu_eval_batch_size: None
• gradient_accumulation_steps: 1
• eval_accumulation_steps: None
• learning_rate: 2e-05
• weight_decay: 0.0
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1.0
• num_train_epochs: 2
• max_steps: -1
• lr_scheduler_type: linear
• lr_scheduler_kwargs: {}
• warmup_ratio: 0.1
• warmup_steps: 0
• log_level: passive
• log_level_replica: warning
• log_on_each_node: True
• logging_nan_inf_filter: True
• save_safetensors: True
• save_on_each_node: False
• save_only_model: False
• restore_callback_states_from_checkpoint: False
• no_cuda: False
• use_cpu: False
• use_mps_device: False
• seed: 42
• data_seed: None
• jit_mode_eval: False
• use_ipex: False
• bf16: False
• fp16: True
• fp16_opt_level: O1
• half_precision_backend: auto
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• local_rank: 0
• ddp_backend: None
• tpu_num_cores: None
• tpu_metrics_debug: False
• debug: []
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_prefetch_factor: None
• past_index: -1
• disable_tqdm: False
• remove_unused_columns: True
• label_names: None
• load_best_model_at_end: False
• ignore_data_skip: False
• fsdp: []
• fsdp_min_num_params: 0
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
• fsdp_transformer_layer_cls_to_wrap: None
• accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
• deepspeed: None
• label_smoothing_factor: 0.0
• optim: adamw_torch
• optim_args: None
• adafactor: False
• group_by_length: False
• length_column_name: length
• ddp_find_unused_parameters: None
• ddp_bucket_cap_mb: None
• ddp_broadcast_buffers: False
• dataloader_pin_memory: True
• dataloader_persistent_workers: False
• skip_memory_metrics: True
• use_legacy_prediction_loop: False
• push_to_hub: False
• resume_from_checkpoint: None
• hub_model_id: None
• hub_strategy: every_save
• hub_private_repo: False
• hub_always_push: False
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_inputs_for_metrics: False
• eval_do_concat_batches: True
• fp16_backend: auto
• push_to_hub_model_id: None
• push_to_hub_organization: None
• mp_parameters:
• auto_find_batch_size: False
• full_determinism: False
• torchdynamo: None
• ray_scope: last
• ddp_timeout: 1800
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• dispatch_batches: None
• split_batches: None
• include_tokens_per_second: False
• include_num_input_tokens_seen: False
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• eval_on_start: False
• batch_sampler: batch_sampler
• multi_dataset_batch_sampler: proportional

Training Logs

Epoch	Step	Training Loss	loss	sts-dev_spearman_cosine
0	0	-	-	0.8585
0.0641	100	0.3131	0.5392	0.8578
0.1281	200	0.4067	0.4927	0.8586
0.1922	300	0.4132	0.7123	0.8549
0.2562	400	0.4323	0.7449	0.8518
0.3203	500	0.3991	0.9526	0.8468
0.3844	600	0.545	0.6044	0.8560
0.4484	700	0.317	0.4529	0.8579
0.5125	800	0.3995	0.4442	0.8587
0.5766	900	0.2009	0.5248	0.8574
0.6406	1000	0.1916	0.5965	0.8542
0.7047	1100	0.2237	0.2124	0.8619
0.7687	1200	0.2337	0.2277	0.8612
0.8328	1300	0.0837	0.1608	0.8634
0.8969	1400	0.1643	0.2182	0.8614
0.9609	1500	0.1649	0.1478	0.8637
1.0250	1600	0.0975	0.1153	0.8641
1.0890	1700	0.0266	0.0821	0.8643
1.1531	1800	0.0798	0.1013	0.8640
1.2172	1900	0.1034	0.0510	0.8649
1.2812	2000	0.0449	0.0321	0.8653
1.3453	2100	0.025	0.0756	0.8646
1.4094	2200	0.059	0.0447	0.8653
1.4734	2300	0.0188	0.0455	0.8653
1.5375	2400	0.0069	0.0389	0.8653
1.6015	2500	0.0021	0.0370	0.8655
1.6656	2600	0.0396	0.0246	0.8656
1.7297	2700	0.0041	0.0240	0.8656
1.7937	2800	0.0141	0.0181	0.8657
1.8578	2900	0.0117	0.0110	0.8658
1.9218	3000	0.0023	0.0105	0.8658
1.9859	3100	0.0026	0.0107	0.8658

Framework Versions

• Python: 3.10.12
• Sentence Transformers: 3.0.1
• Transformers: 4.42.4
• PyTorch: 2.3.1+cu121
• Accelerate: 0.32.1
• Datasets: 2.20.0
• Tokenizers: 0.19.1

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

CoSENTLoss

@online{kexuefm-8847,
    title={CoSENT: A more efficient sentence vector scheme than Sentence-BERT},
    author={Su Jianlin},
    year={2022},
    month={Jan},
    url={https://kexue.fm/archives/8847},
}