Research & Innovation

Global: Reinforcement Learning Model Enhances Claim Reserving Accuracy in Synthetic Insurance DatasetsA research team has introduced a reinforcement‑learning framework designed to improve the estimation of outstanding claim liabilities (OCL) for…

Global: Controllability Limits of Generative Models in Dialogue SettingsA team of researchers has unveiled a formal framework for evaluating whether generative models can be reliably steered during interactive dialogue, according…

Global: Study Reveals Low-Dimensional Structure Governing Induction Heads in Two-Layer TransformersA team of artificial‑intelligence researchers posted a new preprint on arXiv in November 2025 that investigates how a specific mechanism,…

Global: New CPSR Framework Improves Inductive Knowledge Graph CompletionIn January 2026, researchers publishing on arXiv presented a novel framework designed to enhance inductive knowledge graph completion, a task that seeks…

Global: SelfBudgeter: Adaptive Token Allocation for Efficient LLM ReasoningResearchers Zheng Li, Qingxiu Dong, Jingyuan Ma, Di Zhang, Kai Jia, and Zhifang Sui presented a new self‑adaptive reasoning strategy called SelfBudgeter…

Global: Novel Causal Framework Reduces Multiple Biases in Learning-to-Rank SystemsResearchers have introduced a new causal learning-based ranking framework designed to mitigate several sources of bias that affect click-driven training of…

Global: Vision Transformer Model Shows Promise for Pancreatic Tumor Segmentation in Endoscopic Ultrasound ImagesA new study published on arXiv evaluated a deep‑learning segmentation model that leverages a Vision Transformer architecture…

Global: Reinforcement Learning Boosts Large Language Model Accuracy in E‑Commerce Fraud DetectionIn January 2026, a research team presented a novel approach that applies reinforcement learning to fine‑tune lightweight large language…

Global: Study Finds Gender Bias in LLM Responses to Czech Family Law ScenariosResearchers analyzing the use of large language models (LLMs) for legal self‑help have identified gender‑related disparities in the…

Global: Study Introduces RxnBench to Test Multimodal LLMs on Chemical Reaction UnderstandingA team of researchers announced in December 2025 the creation of RxnBench, a benchmark designed to evaluate how well…