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OpenAI’s Rogue AI Agent Hacked More Than Just Hugging Face Inside the rogue ChatGPT hack of Hugging Face: AI agents operate at superhuman speed but make clumsy mistakes Landstar Expects to Emerge a Winner After Supreme Court’s Montgomery Ruling Widens Broker Liability New Senate bill targets 'chameleon carriers' that reopen to escape penalties Werner Enterprises Posts Highest Revenue Per Truck Growth in One-Way Segment in a Decade CMA CGM and Stonepeak Launch United Ports LLC in $2.4 Billion Terminal Joint Venture UPS shift away from Amazon shows bigger payoff Lanesurf: 62% of Loads Get Vetted Carrier Offers Before Brokers Arrive India-China Border Trade Via Lipulekh Resumes Aug 1; China Permits 20 Traders Geopolitics Drives CMA CGM Q2 Profit Surge of 42% as Volumes and Rates Climb OpenAI’s Rogue AI Agent Hacked More Than Just Hugging Face Inside the rogue ChatGPT hack of Hugging Face: AI agents operate at superhuman speed but make clumsy mistakes Landstar Expects to Emerge a Winner After Supreme Court’s Montgomery Ruling Widens Broker Liability New Senate bill targets 'chameleon carriers' that reopen to escape penalties Werner Enterprises Posts Highest Revenue Per Truck Growth in One-Way Segment in a Decade CMA CGM and Stonepeak Launch United Ports LLC in $2.4 Billion Terminal Joint Venture UPS shift away from Amazon shows bigger payoff Lanesurf: 62% of Loads Get Vetted Carrier Offers Before Brokers Arrive India-China Border Trade Via Lipulekh Resumes Aug 1; China Permits 20 Traders Geopolitics Drives CMA CGM Q2 Profit Surge of 42% as Volumes and Rates Climb
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positional bias

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Where to Place the Query? Unveiling and Mitigating Positional Bias in Diffusion LLMs via Decoding Dynamics Technology
Artificial Intelligence #positional bias#in-context learning

Where to Place the Query? Unveiling and Mitigating Positional Bias in Diffusion LLMs via Decoding Dynamics

Researchers uncover that query placement is a first-order variable in diffusion large language models (dLLMs), affecting output quality as much as example semantics. They propose a training-free adaptive routing strategy, Auto-ICL, and a novel metric Average Confidence to mitigate positional bias without ground-truth labels.

Jun 20, 2026 1 source