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COFT: Counterfactual-Conformal Decoding for Fair Chain-of-Thought Reasoning in Large Language Models
Announce Type: new Abstract: Large language models (LLMs) can reveal and amplify societal biases during chain-of-thought (CoT) generation. We present COFT (Chain of Fair Thought), a training-free decoding method that applies token-level fairness control at decode time, with distribution-free marginal validity guarantees (under exchangeability) for any frozen causal language model. COFT operates in three stages.
Energy companies agree to pay to train workers and create green jobs in victory for unions
Energy companies agree to pay to train workers and create green jobs in victory for unions Developed with unions and business, the government’s Fair Work Charter requires offshore wind to boost workers' rights in clean energy, and developers will also be required to pay into a skills fund Energy workers across Britain are set for a skills and protections revolution after offshore wind supply chain companies and trade unions signed up to the government’s Fair Work Charter. Developed with...
Taiwan's Lai: Status quo is key to secure tech supply chains
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Global supply chains keep workers poor: Three case studies show how the cycle can be broken
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Yo! Sushi boss warns UK 'high streets will become landing areas for delivery drones'
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TOI Interview: ‘Rafale deal will toe Make-in-India line’
France is hosting the summ-it amid the protracted West Asia conflict. How do you th-ink the summit will help ad-dress the conflict’s econom-ic consequences like the global energy crisis and its impact on Global South, particularly partners like India?The Évian summit comes at a pivotal moment, as consequences of the conflict weigh heavily on the global economy. In a sense it brings the G7 back to the basics, as it was created in 1975 on France’s initiative to deal with the crisis following...
Health authorities launch crackdown on illegal peptides, amid surge in use
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Trump's trade war has a new target: forced labor. The case behind it is far from simple
Since the Supreme Court struck down President Donald Trump's sweeping global tariff plan, the White House has had its eyes set on alternative pathways for carrying out the centerpiece of Trump's trade war agenda. Last week, one of these new pathways was unveiled, with the Office of the U.S. Trade Representative (USTR) proposing new tariffs of up to 12.5% on 59 countries and the European Union based around Section 301 of the Trade Act of 1974. The justification: Widespread failure, the USTR...
How Middle East conflict is rewriting your kitchen math — Explained in 10 charts
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Are humanoid robots now coming for retail jobs?
Humanoid robots just got another real job. This time, they are clocking in behind the scenes at a major retail operation. Figure AI has signed a commercial agreement with Catalyst Brands.