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ALJAZAM Weekend News March 12, 2016

Where severe drought is putting lives in danger. Hello, everyone. All of the sport for you including pakistans ticket. Tight security aeof the world 20. Underway. Indirect talks to end the war in syria are due to get underway in geneva on monday. Syrias foreign minister has con firmed his government will take part, but the removal of the Bashar Alassad is not up for discussion. Thats been rejected by opposition members who are now in geneva. They say president assad must step down no matter what. Diplomatic editor james bay has the latest from geneva. Both main sides now say they are coming to geneva for the talks, the confirmation from the government coming from the deputy Prime Minister and foreign minister at a News Conference in damascus but he made it clear the role of president assad was not up for discussion. We ....

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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. ....

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