Frontiers

Linguistic Representations in Large Language Models for High-Impact Discourse: Structure, Pragmatics, and Reliability

Learning robust linguistic representations from text has long been a central challenge in natural language processing and language sciences. NLP systems ...
Vietnam Investment Review on MSN

Zilliz open sources bilingual semantic highlighting model

REDWOOD CITY, Calif., Jan. 31, 2026 /PRNewswire/ -- Zilliz, the company behind the leading open-source vector database Milvus, today announced the open-source release of its Bilingual Semantic ...

AI models that simulate internal debate dramatically improve accuracy on complex tasks

A new study reveals that top models like DeepSeek-R1 succeed by simulating internal debates. Here is how enterprises can harness this "society of thought" to build more robust, self-correcting agents.
CIO

Why copilots fail BI — and why multi-agent AI is the real future for BI

Dashboards show what happened, copilots guess why; teams need multi-agent AI analysts that actually explain problems and tell ...
ET BrandEquity

The Death of the Target Consumer: Why Segmentation Is Failing in the Age of Fluid Identity

Explore the transformation of consumer identity and the failure of traditional market segmentation strategies as regulations ...
TDAN.com

Crossing the Data Divide: From Quantum Qubits to Semantic Models

Introduction: Picking Up the Quantum Thread In Part 1 of this two-part series, I confessed that this whole journey was ...
Scientific Research Publishing

Geo-Refined Point Transformer: Coordinate-Aware Excitation and Positional Upsampling for 3D Scene Segmentation ()

The proposed Coordinate-Aware Feature Excitation (CAFE) module and Position-Aware Upsampling (Pos-Up) module both adhere to ...
IEEE

XPolypNet: A U-Net-Based Model for Semantic Segmentation of Gastrointestinal Polyps With Explainable AI

Abstract: Automated segmentation of gastrointestinal polyps is a critical step in the early detection and prevention of colorectal cancer (CRC), which is one of the most common causes of ...

From "slapped on" to "grown in": Hitem3D 2.0 bets integrated texture generation can make AI 3D assets actually printable

Hitem3D 2.0 adds a portrait mode described as "strand-level fidelity," aiming to reconstruct head shape and facial proportions structurally while preserving fine detail like hair flow direction, brows ...
Frontiers

Multi-interactive feature embedding learning for medical image segmentation

1 School of Public Health, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China 2 School of Intelligent Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, ...
IEEE

Training Indoor and Scene-Specific Semantic Segmentation Models to Assist Blind and Low Vision Users in Activities of Daily Living

Abstract: Goal: Persons with blindness or low vision (pBLV) face challenges in completing activities of daily living (ADLs/IADLs). Semantic segmentation techniques on smartphones, like DeepLabV3+, can ...