4 papers
The tttAI System for the TSA-ASR Task of the SmartGlasses Challenge 2026
Xuanji He, Gaoyang Dong, Xiaoxiao Li +2
This paper presents the tttAI system submitted to the TSA-ASR task of the SmartGlasses Challenge 2026, evaluated on both two-person dialogues (Track 1) and multi-party meetings (Tr…
CoEvoSkills: Self-Evolving Agent Skills via Co-Evolutionary Verification
Hanrong Zhang, Shicheng Fan, Henry Peng Zou +12
Anthropic proposes the concept of skills for LLM agents to tackle multi-step professional tasks that simple tool invocations cannot address. A tool is a single, self-contained func…
When Single-Agent with Skills Replace Multi-Agent Systems and When They Fail
Xiaoxiao Li
Multi-agent AI systems have proven effective for complex reasoning. These systems are compounded by specialized agents, which collaborate through explicit communication, but incur…
Transsion Multilingual Speech Recognition System for MLC-SLM 2025 Challenge
Xiaoxiao Li, An Zhu, Youhai Jiang +1
This paper presents the architecture and performance of a novel Multilingual Automatic Speech Recognition (ASR) system developed by the Transsion Speech Team for Track 1 of the MLC…