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Opinion: Alberta s new curriculum chooses evidence over fads

Opinion: Alberta s new curriculum chooses evidence over fads
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Daisy christodoulouJohn swellerSeven myths

How to build a cohesive society

6pm Tue 4 June | Margaret Levi, Marc Stears, Jonathan Wolff | Registration Required | Free public event at LSE

United kingdomNew south walesUnited statesTim besleyJonathan wolff jowolffSara miller mccuneTom baldwinMarc stearsMargaret leviToyota international centres for economicsFaculty fellow of the centerBody fellow at wolfson collegeUniversity of sydneyUnited kingdom labour partyDepartment of political scienceUniversity of oxford

DEI is under attack Here s the real reason it makes many white men uncomfortable

DEI now has a controversial connotation–but the hard facts show that it can benefit everyone–not just a select few.

United statesBill ackmanElon muskHeritage foundationTesla incVideo communication incNational association of realtorsProcter gambleGlobal industry affairs corporate raceGoldman sachs group incTuskegee university board of trusteesAmerica corpWorld economic forumUs census bureauZoom video communicationGlobal industry affairs

Some of the most cherished ideas of Nehru s India, Sherman cautions, are more complex than meet the

Some of the most cherished ideas of Nehru s India, Sherman cautions, are more complex than meet the
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Jawaharlal nehruTaylor shermanIndira gandhiBharatiya janata partySeven mythsCold warSelected works

Thinking about High-Quality Human Data

[Special thank you to Ian Kivlichan for many useful pointers (E.g. the 100+ year old Nature paper “Vox populi”) and nice feedback. ] High-quality data is the fuel for modern data deep learning model training. Most of task-specific labeled data comes from human annotation, such as classification task or RLHF labeling (which can be constructed as classification format) for LLM alignment training. Lots of ML techniques in the post can help with data quality, but fundamentally human data collection involves attention to details and careful execution.

United statesAroyo weltyKohn liangKoh liangMariya tonevaCohen kappa landis kochChris callison burchNeural network learningA survey of qualityAmazon mechanical turkMachine translationGraph modelingMulti annotator competence estimationVariational bayesGab hate corpusNoisy cross validation