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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Thuc Tran Huu

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Open access Oct 2026

A Data-Centric LoRA Recipe for Multilingual Conversational Speech Recognition

In this paper, we describe Cake By VPBank’s system submitted to Task I - Multilingual Conversational Speech Recognition of the 2nd MLC-SLM Challenge, reaching 15.84% time-constrained permutation word error rate (tcpWER) on the blind 21-variant, 14-language evaluation set. Rather than change the model architecture, we a...

Thuc Tran Huu, Nhat M. Nguyen, Huan Ho Kha Viet · 0 citations

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