Auditing Preference Biases and Fine-Tuning Language Models with Direct Preference Optimization on Anthropic HH-RLHF Using TRL and LoRA

In this tutorial, we design an end-to-end preference-learning workflow using the Anthropic HH-RLHF dataset and Direct Preference Optimization (DPO). We begin by preparing a robust Colab environment, loading and parsing chosen–rejected response pairs, and auditing the dataset for structural and length-based preference biases. We then run lexical shortcut diagnostics to determine whether surface-level linguistic patterns…

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Pakistan rue missed opportunities at Headingley

Shafique top-scores with 61 as Pakistan collapse after promising partnership with Imam-ul-Haq Pakistan’s Abdullah Shafique speaks during a press conference after the first Test against England at Headingley in Leeds. Photo: PCB Pakistan endured a difficult opening day of the first Test against England at Headingley on Wednesday, being bowled out for 171 after failing…

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T-Cell ‘chopped a cable’ to expel Chinese language hackers from its community

New reporting from Bloomberg revealed how cybersecurity workers at U.S. cellphone supplier T-Cell recognized and expelled Chinese language hackers from its community in 2024 throughout a spate of industry-wide intrusions by Beijing aimed toward stealing buyer information. The hacks had been carried out by a Chinese language government-backed hacking group known as Salt Hurricane. The…

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