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Related Articles from SNS
ChatSOP: An SOP-Guided MCTS Planning Framework for Controllable LLM Dialogue Agents
arXiv:2407.03884v4 Announce Type: replace Abstract: Dialogue agents powered by Large Language Models (LLMs) show superior performance in various tasks. Despite the better user understanding and human-like responses, their **lack of controllability** remains a key challenge, often leading to unfocused conversations or task failure. To address this, we introduce Standard Operating Procedure (SOP) to regulate dialogue flow.
India reviews duty sop on Scotch in UK trade deal
Govt is reviewing tariff concessions on Scotch and some other products proposed in the trade agreement with the UK if its concerns over steel quotas and duties are not addressed before the treaty is ratified. "We have to rebalance the FTA... We haven't made up our mind, but we can consider action on certain goods like Scotch, unless they roll back the steel duty," a senior govt official said ahead of UK trade secretary Peter Kyle's visit to resolve the deadlock.
Bayesian-Agent: Posterior-Guided Skill Evolution for LLM Agent Harnesses
Announce Type: new Abstract: LLM agents increasingly rely on external inference conditions: prompts, tools, memory, SOPs, skills, and harness feedback. These assets can improve task execution without changing model weights, but they are often revised by heuristic reflection or by reusing observed successes and failures as if counts alone were reliable belief. We introduce \textbf{Bayesian-Agent}, a native and cross-harness framework that treats reusable skills and SOPs as hypotheses about...
Chatlaw: A Multi-Agent Legal Assistant based on a Role-Aligned Mixture-of-Experts Architecture
Announce Type: replace Abstract: Artificial Intelligence (AI) holds great potential in legal services, yet Large Language Models (LLMs) face two major challenges: limited knowledge of the Chinese legal system and vulnerability to hallucinations. To address these issues, we present Chatlaw, a multi-agent legal assistant. Chatlaw's framework is designed to emulate the Standard Operating Procedures (SOP) of real law firms, where different roles (e.g., assistant, researcher, senior lawyer)...
Graphical and algebraic methods for Boolean factoring
arXiv:2606.04038v1 Announce Type: cross Abstract: The problem of factoring Boolean polynomials has significant applications in both classical and quantum computing technology. In this paper we have developed novel algorithms for factoring both ESOP and SOP expressions. Our aim is to optimize the AND-count.
Using Large Language Models to Support High Volume Application Review for an Undergraduate Research Program
Announce Type: new Abstract: Undergraduate research programs such as the Summer Undergraduate Research Fellowship (SURF) at Purdue University receive thousands of applications every year, requiring significant time and effort for program staff to evaluate each submission consistently and within tight timelines. This work-in-progress paper describes the development and initial deployment of a large language model (LLM)-based tool to assist in the evaluation of approximately 1,200 student...
Structured Prompt Optimization Meets Reinforcement Learning for Global and Local Interpretability over Complex Text
arXiv:2605.29076v2 Announce Type: replace Abstract: LLMs have advanced text classification, yet existing paradigms face a trade-off: supervised (label only) fine-tuning is scalable but offers limited reasoning on complex text and lacks broader model transparency, while discrete prompt optimization offers human-readable instructions but struggles with performance and scalability. We introduce eXTC (eXplainable Text Classifier) with three progressive stages: (1) learning a Standard Operating...
ZTE showcases AI-driven project management innovations at the 14th IPMA Research Conference 2026
ZTE Corporation today showcased its pioneering achievements in digital transformation and AI-driven project management at the 14th IPMA Research Conference in Bogotá, Colombia. During the conference, Wang Yuzhu, Managing Director of Engineering Services at ZTE Colombia, and Jose Perez, Senior Expert in Engineering Delivery Management at ZTE, delivered a keynote speech themed "The Digital and Intelligent Future of Project Management", highlighting ZTE's practical experiences and innovative...
Why AI hyperscalers are now the epicenter of a bear case for stocks
If the facts change, then I have to change. I learned that from reading the legendary British economist John Maynard Keynes, and it has never steered me wrong. I was a huge bull on this market because of the terrific things happening in artificial intelligence.
Plan First, Judge Later, Run Better: A DMAIC-Inspired Agentic System for Industrial Anomaly Detection
Announce Type: new Abstract: Large language model (LLM) agents have shown promise in automating complex data-analysis workflows, but their reliable deployment remains challenging in high-stakes industrial scenarios. Industrial anomaly detection (IAD) is essential for manufacturing quality, safety, and efficiency, yet existing LLM-based IAD agents mainly focus on execution while under-exploiting strategy formulation. Consequently, they struggle to handle heterogeneous modalities in a unified...