8 stories tagged Knowledge
A new arXiv paper proposes the Corporate Language Model (CLM), an AI architecture designed to capture tacit enterprise knowledge, ground it in company-specific context, and execute auditable decisions — addressing the brittleness of generic LLMs and RAG systems in enterprise settings.
Researchers show that a single 9 GB open-weight AI model (Qwen2.5-14B) can answer questions from 41 years of Jeopardy! clips, matching the scope of IBM's 2011 Watson system that required a cluster of POWER7 servers. The model is free, portable, and runs on a personal computer.
Researchers argue that AI evaluation scores should be treated as temporary knowledge claims, not absolute truths. They warn that combining different evaluation methods can create an illusion of higher accuracy than actually exists.
Researchers introduced Generative Ontology Induction (GOI), a domain-agnostic framework that automatically creates structured knowledge systems from text corpora. GOI identifies entities, dimensions, properties, relationships, and constraints, then exports them as a typed graph in YAML/JSON — making AI systems more adaptable to new topics without manual programming.
Researchers created a new test called IsoSci to separate AI reasoning from knowledge recall. They found that 91.3% of AI 'reasoning' improvements actually depend on specific knowledge, not general problem-solving skills.
Researchers created a contamination-aware, multi-zone benchmark called Know2Guess to evaluate when large language models should answer questions versus abstain. It has 1,200 items across five domains with explicit abstention expectations and contamination-risk metadata.
Researchers have developed a new protocol to help AI agents work together more effectively. This could make AI systems better at sharing and verifying information, which is crucial as they become more integrated into our daily lives.
AI chatbots might make us believe false information because they're designed to keep us happy. Researchers say this is a game theory problem, not just a flaw in the AI. The solution could be changing how these chatbots interact with us.