Sat.Jul 27, 2024

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IBM Researchers Propose a New Training-Free AI Approach to Mitigate Hallucination in LLMs

Marktechpost

Large language models (LLMs) are used in various applications, such as machine translation, summarization, and content creation. However, a significant challenge with LLMs is their tendency to produce hallucinations—statements that sound plausible but are not grounded in factual information. This issue affects the reliability of AI-generated content, especially in domains requiring high accuracy, such as medical and legal documents.

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Google DeepMind’s AlphaProof and AlphaGeometry-2 Solves Advanced Reasoning Problems in Mathematics

Marktechpost

In a groundbreaking achievement, AI systems developed by Google DeepMind have attained a silver medal-level score in the 2024 International Mathematical Olympiad (IMO), a prestigious global competition for young mathematicians. The AI models, named AlphaProof and AlphaGeometry 2, successfully solved four out of six complex math problems, scoring 28 out of 42 points.

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Optimizing Artificial Intelligence Performance by Distilling System 2 Reasoning into Efficient System 1 Responses

Marktechpost

Large Language Models (LLMs) can improve their final answers by dedicating additional computer power to intermediate thought generation during inference. System 2 strategies are used in this procedure to mimic intentional and conscious reasoning. Many more System 2 strategies, such as Rephrase and Respond, System 2 Attention, and Branch-Solve-Merge, have been proposed since the introduction of the Chain-of-Thought method.