A new methodology emulating fact-checker criteria assesses news outlet factuality and bias using LLMs. The approach uses prompts based on fact-checking criteria to elicit and aggregate LLM responses for predictions. Experiments demonstrate improvements over baselines, with error analysis on media popularity and region, and a released dataset/code at https://github.com/mbzuai-nlp/llm-media-profiling.
This paper benchmarks reasoning-focused LLMs, especially DeepSeek models, on fifteen Arabic NLP tasks. The study uses zero-shot, few-shot, and fine-tuning strategies. Key findings include that three in-context examples improve F1 scores by over 13 points on classification tasks, DeepSeek outperforms GPT-4-mini by 12 F1 points on complex inference tasks in the zero-shot setting, and LoRA fine-tuning yields up to an additional 8 points in F1 and BLEU. Why it matters: The systematic evaluation provides insights into the performance of LLMs on Arabic NLP, highlighting the effectiveness of different strategies for improving performance and contributing to the development of more capable Arabic language models.
RSM, a global accounting and consulting firm, has committed an investment of $1 billion to significantly expand its artificial intelligence strategy over the next five years. This substantial funding aims to accelerate the integration of AI capabilities across all its service lines globally. The firm intends to leverage AI to enhance operational efficiencies, improve client service delivery, and foster innovation within its professional services offerings. Why it matters: This major investment by a leading professional services firm underscores the growing imperative for traditional industries to adopt advanced AI solutions, setting a precedent for similar firms and influencing AI integration strategies in the Middle East's financial and consulting sectors.
RSM US, a prominent provider of assurance, tax, and consulting services, has announced a significant $1 billion investment in technology. This substantial funding is dedicated to accelerating the firm's overarching AI strategy. The investment aims to drive the development of next-level innovative solutions tailored for its diverse client base. Why it matters: This major financial commitment by a global consulting firm underscores the increasing integration of AI across professional services sectors worldwide, influencing trends that will likely be adopted by businesses and institutions in the Middle East.