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Papers
HumMusQA: A Human-written Music Understanding QA Benchmark Dataset
EACL 2026
Let the Model Learn to Feel: Mode-Guided Tonality Injection for Symbolic Music Emotion Recognition
AAAI 2026
MIDI-PHOR: Multi-View Distillation for Music Understanding and Captioning
EACL 2026
Stochastic Parrots or True Virtuosos? Digging Deeper Into the Audio-Video Understanding of AVQA Models
EACL 2026
Thesis Proposal: Multimodal Benchmark for Music Understanding in Large Language Models
EACL 2026
DeepResonance: Enhancing Multimodal Music Understanding via Music-centric Multi-way Instruction Tuning
EMNLP 2025
MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark
ICLR 2025
Towards Reliable Large Audio Language Model
ACL 2025
WildScore: Benchmarking MLLMs in-the-Wild Symbolic Music Reasoning
EMNLP 2025
ChatMusician: Understanding and Generating Music Intrinsically with LLM
ACL 2024
Learning Musical Representations for Music Performance Question Answering
EMNLP 2024
MERT: Acoustic Music Understanding Model with Large-Scale Self-supervised Training
ICLR 2024
MuChin: A Chinese Colloquial Description Benchmark for Evaluating Language Models in the Field of Music
IJCAI 2024
N-gram Unsupervised Compoundation and Feature Injection for Better Symbolic Music Understanding
AAAI 2024
Perception-Inspired Graph Convolution for Music Understanding Tasks
IJCAI 2024
Dance Style Transfer With Cross-Modal Transformer
WACV 2023
Fine-Grained Position Helps Memorizing More, a Novel Music Compound Transformer Model with Feature Interaction Fusion
AAAI 2023
MARBLE: Music Audio Representation Benchmark for Universal Evaluation
NeurIPS 2023
MusicAgent: An AI Agent for Music Understanding and Generation with Large Language Models
EMNLP 2023
Data-Efficient Playlist Captioning With Musical and Linguistic Knowledge
EMNLP 2022