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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.

Why does Taylor Swift bother so many football fans? A Williams College statistics class huddled up to find answers

For his fall Experimentation and Statistics class at Williams College, psychology professor Steven Fein thought his students might enjoy conducting research on a certain celebrity couple.

Warning Data Inadequate - resilience

Due to its incorporation of a simple “neural network” loosely analogous to the human brain, the perceptron of 1958 is recognized as a forerunner of today’s most successful “artificial intelligence” projects – from facial recognition systems to text extruders like ChatGPT.

Participation vs Effectiveness in Sponsored Tweet Campaigns: A Quality-Quantity Conundrum

Participation vs Effectiveness in Sponsored Tweet Campaigns: A Quality-Quantity Conundrum
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