| Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi X Yue, Y Ni, K Zhang, T Zheng, R Liu, G Zhang, S Stevens, D Jiang, ... CVPR 2024 Best Paper Nomination, 2023 | 547 | 2023 |
| Mert: Acoustic music understanding model with large-scale self-supervised training Y Li, R Yuan, G Zhang, Y Ma, X Chen, H Yin, C Lin, A Ragni, E Benetos, ... ICLR 2024, 2023 | 102 | 2023 |
| AnyGPT: Unified Multimodal LLM with Discrete Sequence Modeling J Zhan, J Dai, J Ye, Y Zhou, D Zhang, Z Liu, X Zhang, R Yuan, G Zhang, ... ACL 2024, 2024 | 87 | 2024 |
| Rq-rag: Learning to refine queries for retrieval augmented generation CM Chan, C Xu, R Yuan, H Luo, W Xue, Y Guo, J Fu COLM 2024, 2024 | 43 | 2024 |
| ChatMusician: Understanding and Generating Music Intrinsically with LLM R Yuan, H Lin, Y Wang, Z Tian, S Wu, T Shen, G Zhang, Y Wu, C Liu, ... ACL 2024, 2024 | 34 | 2024 |
| Chinese open instruction generalist: A preliminary release G Zhang, Y Shi, R Liu, R Yuan, Y Li, S Dong, Y Shu, Z Li, Z Wang, C Lin, ... arXiv preprint arXiv:2304.07987, 2023 | 28* | 2023 |
| Map-neo: Highly capable and transparent bilingual large language model series G Zhang, S Qu, J Liu, C Zhang, C Lin, CL Yu, D Pan, E Cheng, J Liu, ... arXiv preprint arXiv:2405.19327, 2024 | 24 | 2024 |
| Map-music2vec: A simple and effective baseline for self-supervised music audio representation learning Y Li, R Yuan, G Zhang, Y Ma, C Lin, X Chen, A Ragni, H Yin, Z Hu, H He, ... arXiv preprint arXiv:2212.02508, 2022 | 24 | 2022 |
| Marble: Music audio representation benchmark for universal evaluation R Yuan, Y Ma, Y Li, G Zhang, X Chen, H Yin, Y Liu, J Huang, Z Tian, ... NeurIPS 2023, 2024 | 23 | 2024 |
| Lyricwhiz: Robust multilingual lyrics transcription by whispering to chatgpt L Zhuo, R Yuan, J Pan, Y Ma, Y Li, G Zhang, S Liu, R Dannenberg, J Fu, ... ISMIR 2023, 2023 | 22* | 2023 |
| ComposerX: Multi-Agent Symbolic Music Composition with LLMs Q Deng, Q Yang, R Yuan, Y Huang, Y Wang, X Liu, Z Tian, J Pan, ... ISMIR 2024, 2024 | 15* | 2024 |
| LLMs Meet Multimodal Generation and Editing: A Survey Y He, Z Liu, J Chen, Z Tian, H Liu, X Chi, R Liu, R Yuan, Y Xing, W Wang, ... arXiv preprint arXiv:2405.19334, 2024 | 14 | 2024 |
| Foundation models for music: A survey Y Ma, A Øland, A Ragni, BMS Del Sette, C Saitis, C Donahue, C Lin, ... arXiv preprint arXiv:2408.14340, 2024 | 12 | 2024 |
| Chinese tiny llm: Pretraining a chinese-centric large language model X Du, Z Yu, S Gao, D Pan, Y Cheng, Z Ma, R Yuan, X Qu, J Liu, T Zheng, ... COLM 2024, 2024 | 12 | 2024 |
| COIG-CQIA: Quality is All You Need for Chinese Instruction Fine-tuning Y Bai, X Du, Y Liang, Y Jin, Z Liu, J Zhou, T Zheng, X Zhang, N Ma, ... NAACL, 2024 | 10 | 2024 |
| On the effectiveness of speech self-supervised learning for music Y Ma, R Yuan, Y Li, G Zhang, X Chen, H Yin, C Lin, E Benetos, A Ragni, ... ISMIR 2023, 2023 | 10 | 2023 |
| Cmmmu: A chinese massive multi-discipline multimodal understanding benchmark G Zhang, X Du, B Chen, Y Liang, T Luo, T Zheng, K Zhu, Y Cheng, C Xu, ... arXiv preprint arXiv:2401.11944, 2024 | 8 | 2024 |
| CIF-Bench: A Chinese Instruction-Following Benchmark for Evaluating the Generalizability of Large Language Models Y Li, G Zhang, X Qu, J Li, Z Li, Z Wang, H Li, R Yuan, Y Ma, K Zhang, ... ACL 2024, 2024 | 7 | 2024 |
| Omnibench: Towards the future of universal omni-language models Y Li, G Zhang, Y Ma, R Yuan, K Zhu, H Guo, Y Liang, J Liu, Z Wang, ... arXiv preprint arXiv:2409.15272, 2024 | 6 | 2024 |
| Vidmuse: A simple video-to-music generation framework with long-short-term modeling Z Tian, Z Liu, R Yuan, J Pan, Q Liu, X Tan, Q Chen, W Xue, Y Guo arXiv preprint arXiv:2406.04321, 2024 | 6 | 2024 |
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