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Bingshen Mu

5 accepted papers

2026

SUMMARY ON THE MULTILINGUAL CONVERSATIONAL SPEECH LANGUAGE MODEL CHALLENGE: DATASETS, TASKS, BASELINES, AND METHODS

ICASSP 2026poster

This paper summarizes the Interspeech2025 Multilingual Conversational Speech Language Model (MLC-SLM) challenge, which aims to advance the exploration of building effective multilingual conversational speech LLMs (SLLMs). We provide a detailed description of the task settings for the MLC-SLM challen…

Cited by 0SourcePDFScholar
2025

HDMoLE: Mixture of LoRA Experts with Hierarchical Routing and Dynamic Thresholds for Fine-Tuning LLM-based ASR Models

ICASSP 2025accepted

Recent advancements in integrating Large Language Models (LLM) with automatic speech recognition (ASR) have performed remarkably in general domains. While supervised fine-tuning (SFT) of all model parameters is often employed to adapt pre-trained LLM-based ASR models to specific domains, it imposes…

Cited by 0SourceScholar
2024

Automatic Channel Selection and Spatial Feature Integration for Multi-Channel Speech Recognition Across Various Array Topologies

ICASSP 2024accepted

Automatic Speech Recognition (ASR) has shown remarkable progress, yet it still faces challenges in real-world distant scenarios across various array topologies each with multiple recording devices. The focal point of the CHiME-7 Distant ASR task is to devise a unified system capable of generalizing…

Cited by 0SourceScholar
2023

The NPU-ASLP System for Audio-Visual Speech Recognition in MISP 2022 Challenge

ICASSP 2023accepted

This paper describes our NPU-ASLP system for the Audio-Visual Diarization and Recognition (AVDR) task in the Multi-modal Information based Speech Processing (MISP) 2022 Challenge. Specifically, the weighted prediction error (WPE) and guided source separation (GSS) techniques are used to reduce rever…

Cited by 0SourceScholar