Paper Citation Record · LEDGER

Universal Music Representations? Evaluating Foundation Models on World Music Corpora

As of 9 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 4 inbound Pith citation observations for arXiv:2506.17055.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.17055 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

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measured 68 of 68 standing notices

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measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-02T06:16:43.596151Z

Reference resolution

64 of 64 outbound references displayed

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External citation measurements

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Outbound references

Observation a45e9f3f-5d22-4074-a083-d29ca30298f1 · outbound

This paper cites Universal Music Representations? Evaluating Foundation Models on World Music Corpora.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Universal Music Representations? Evaluating Foundation Models on World Music Corpora

Reference 1

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Universal Music Representations? Evaluating Foundation Models on World Music Corpora Unresolved cited work

Reference 2

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Observation 1c4f351b-24a6-4e04-ba3d-8102b991e974 · outbound

This paper cites As shown in Figure 1, we employ three complementary Figure 1.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora As shown in Figure 1, we employ three complementary Figure 1

Reference 3

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This paper cites We conducted 5 runs with different random seeds for both Probing and ML-FSL tasks, but a single run for SFT due to computational constraints.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora We conducted 5 runs with different random seeds for both Probing and ML-FSL tasks, but a single run for SFT due to computational constraints

Reference 4

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This paper cites Overall, Qwen2-Audio achieves the highest performance with 88.59% ROC-AUC and 56.48% mAP in Probing, further improving to 89.37% ROC-AUC and 58.73% mAP after fine-tuning.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Overall, Qwen2-Audio achieves the highest performance with 88.59% ROC-AUC and 56.48% mAP in Probing, further improving to 89.37% ROC-AUC and 58.73% mAP after fine-tuning

Reference 5

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Observation 938fb973-ba36-4d1b-89f9-e9fdb6f2eff9 · outbound

This paper cites Although these models achieved better performance than previous models for diverse music traditions, we found clear indi- cators of Western-centric bias.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Although these models achieved better performance than previous models for diverse music traditions, we found clear indi- cators of Western-centric bias

Reference 6

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This paper cites We extract represen- tations from three different contexts: directly from the pre- trained model ( PT), from the hidden layer of the trained Figure 2.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora We extract represen- tations from three different contexts: directly from the pre- trained model ( PT), from the hidden layer of the trained Figure 2

Reference 7

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Observation 8065013a-8b4d-4261-86e1-aec6d2baff73 · outbound

This paper cites Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

Reference 8

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Observation 948828ab-b9fa-449a-b60a-a6d4ba61984c · outbound

This paper cites A foundation model for music informatics,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora A foundation model for music informatics,

Reference 9

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Observation 80a30663-649e-451b-a049-5d5ccc8e54fa · outbound

This paper cites Foundation Models for Music: A Survey.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Foundation Models for Music: A Survey

Reference 10

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Observation a830c080-88aa-4599-a071-da2f8cae40bc · outbound

This paper cites Codified au- dio language modeling learns useful representations for music information retrieval,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Codified au- dio language modeling learns useful representations for music information retrieval,

Reference 11

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Universal Music Representations? Evaluating Foundation Models on World Music Corpora Unresolved cited work

Reference 12

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This paper cites Uni- versality and diversity in human song,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Uni- versality and diversity in human song,

Reference 13

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Observation 14fac0be-a286-4f23-948e-dde061aa7c80 · outbound

This paper cites Sta- tistical universals reveal the structures and functions of human music,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Sta- tistical universals reveal the structures and functions of human music,

Reference 14

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Observation 47004044-2e32-4f80-86c4-6c803317ef5f · outbound

This paper cites Cross-cultural perspectives on music and musicality,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Cross-cultural perspectives on music and musicality,

Reference 15

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Observation 683c94b4-565a-4de6-b738-7e45b9b0625c · outbound

This paper cites Narratives imagined in response to instrumental music reveal culture- bounded intersubjectivity,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Narratives imagined in response to instrumental music reveal culture- bounded intersubjectivity,

Reference 16

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Observation 726c46ec-b31b-4b76-ac16-d0f46e033a68 · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora On the Opportunities and Risks of Foundation Models

Reference 17

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This paper cites MERT: acoustic music understanding model with large-scale self-supervised training,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora MERT: acoustic music understanding model with large-scale self-supervised training,

Reference 18

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Observation 205403e9-beb4-4f8c-a185-c89c0830f2b4 · outbound

This paper cites Large-scale contrastive language- audio pretraining with feature fusion and keyword-to- caption augmentation,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Large-scale contrastive language- audio pretraining with feature fusion and keyword-to- caption augmentation,

Reference 19

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Observation 63c24c38-405f-4925-bd16-d7ed4da42898 · outbound

This paper cites musicnn: Pre-trained convolutional neural networks for music audio tagging.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora musicnn: Pre-trained convolutional neural networks for music audio tagging

Reference 20

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Observation b42a0dea-9e8f-459d-b654-ac983bcefb4e · outbound

This paper cites AST: audio spec- trogram transformer,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora AST: audio spec- trogram transformer,

Reference 21

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Observation eace0204-7c50-4a05-a04e-2df31e745ca0 · outbound

This paper cites Computational analysis of world music corpora,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Computational analysis of world music corpora,

Reference 22

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Observation cb21eb0e-161c-4a42-b9f3-cb48638fc2a7 · outbound

This paper cites Automatic makam recognition using chroma features,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Automatic makam recognition using chroma features,

Reference 23

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Observation a69a2d43-c5b3-4b8c-adbd-febf9ebb3c7c · outbound

This paper cites Jukebox: A Generative Model for Music.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Jukebox: A Generative Model for Music

Reference 24

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This paper cites Supervised and un- supervised learning of audio representations for music understanding,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Supervised and un- supervised learning of audio representations for music understanding,

Reference 25

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This paper cites MAP-Music2Vec: A Simple and Effective Baseline for Self-Supervised Music Audio Representation Learning.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora MAP-Music2Vec: A Simple and Effective Baseline for Self-Supervised Music Audio Representation Learning

Reference 26

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This paper cites Deep neural networks for music tagging,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Deep neural networks for music tagging,

Reference 27

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This paper cites Sample-level CNN archi- tectures for music auto-tagging using raw waveforms,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Sample-level CNN archi- tectures for music auto-tagging using raw waveforms,

Reference 28

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This paper cites This approach extends Proto- typical Networks [30] by creating prototypes for each la- bel combination, rather than generating one prototype per label.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora This approach extends Proto- typical Networks [30] by creating prototypes for each la- bel combination, rather than generating one prototype per label

Reference 29

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Observation 83a82bac-0ee1-49a8-b35d-f8efd91d0ec6 · outbound

This paper cites Evaluation of CNN-based Automatic Music Tagging Models.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Evaluation of CNN-based Automatic Music Tagging Models

Reference 30

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This paper cites Sample-level Deep Convolutional Neural Networks for Music Auto-tagging Using Raw Waveforms.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Sample-level Deep Convolutional Neural Networks for Music Auto-tagging Using Raw Waveforms

Reference 31

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This paper cites CNN architectures for large-scale audio classification,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora CNN architectures for large-scale audio classification,

Reference 32

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This paper cites MARBLE: music audio representation benchmark for universal evalua- tion,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora MARBLE: music audio representation benchmark for universal evalua- tion,

Reference 33

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This paper cites HTS-AT: A hierarchical token- semantic audio transformer for sound classification and detection,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora HTS-AT: A hierarchical token- semantic audio transformer for sound classification and detection,

Reference 34

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This paper cites Swin transformer: Hierarchical vision transformer using shifted windows,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Swin transformer: Hierarchical vision transformer using shifted windows,

Reference 35

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This paper cites Cri- tiquing task- versus goal-oriented approaches: A case for makam recognition,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Cri- tiquing task- versus goal-oriented approaches: A case for makam recognition,

Reference 36

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This paper cites Classification of indian clas- sical music with time-series matching deep learning approach,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Classification of indian clas- sical music with time-series matching deep learning approach,

Reference 37

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This paper cites KDC: an open corpus for computational research of dastg ¯ahi music,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora KDC: an open corpus for computational research of dastg ¯ahi music,

Reference 38

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This paper cites For world music traditions, we incorporate the Lyra dataset.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora For world music traditions, we incorporate the Lyra dataset

Reference 39

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This paper cites Finding tori: Self-supervised learning for analyzing korean folk song,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Finding tori: Self-supervised learning for analyzing korean folk song,

Reference 40

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This paper cites Following [28], we set maximum audio durations to achieve similar sizes between datasets and prepare their metadata for the auto-tagging task.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Following [28], we set maximum audio durations to achieve similar sizes between datasets and prepare their metadata for the auto-tagging task

Reference 41

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This paper cites From west to east: Who can understand the music of the others better?.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora From west to east: Who can understand the music of the others better?

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:05.073236Z

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This paper cites LC-Protonets: Multi-label few-shot learning for world music audio tagging,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora LC-Protonets: Multi-label few-shot learning for world music audio tagging,

Reference 43

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This paper cites Prototypical networks for few-shot learning,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Prototypical networks for few-shot learning,

Reference 44

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This paper cites HEAR: holistic evaluation of audio representations,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora HEAR: holistic evaluation of audio representations,

Reference 45

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Observation 552f81ab-0602-4579-ac01-79559ef43b6d · outbound

This paper cites SUPERB: speech process- ing universal performance benchmark,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora SUPERB: speech process- ing universal performance benchmark,

Reference 46

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This paper cites Continual Pre-Training of Large Language Models: How to (re)warm your model?.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Continual Pre-Training of Large Language Models: How to (re)warm your model?

Reference 47

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This paper cites Qwen2-Audio Technical Report.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Qwen2-Audio Technical Report

Reference 48

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This paper cites We applied learning rate warmup and cosine scheduling for the first 5% of SFT epochs.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora We applied learning rate warmup and cosine scheduling for the first 5% of SFT epochs

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:06.689942Z

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Observation 7c40d18d-1ac0-42ff-9d49-f2020efcf4e7 · outbound

This paper cites Attention is All you Need,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Attention is All you Need,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:03.285675Z

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Observation ecbd4454-8ff0-4766-a26b-d1c0d8392055 · outbound

This paper cites Very deep convolu- tional networks for large-scale image recognition,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Very deep convolu- tional networks for large-scale image recognition,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:02.978388Z

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Observation b1bdc674-45f7-42f0-b08b-375b36a3e916 · outbound

This paper cites Evaluation of algorithms using games: The case of music tagging,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Evaluation of algorithms using games: The case of music tagging,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:02.787643Z

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This paper cites FMA: A dataset for music analysis,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora FMA: A dataset for music analysis,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:02.559724Z

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This paper cites A dataset for greek traditional and folk music: Lyra,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora A dataset for greek traditional and folk music: Lyra,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:02.404830Z

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This paper cites Creating research corpora for the compu- tational study of music: the case of the compmusic project,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Creating research corpora for the compu- tational study of music: the case of the compmusic project,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:02.152370Z

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This paper cites A corpus for computational research of turk- ish makam music,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora A corpus for computational research of turk- ish makam music,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:01.895996Z

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This paper cites Computational analysis of audio record- ings and music scores for the description and discovery of ottoman-turkish makam music,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Computational analysis of audio record- ings and music scores for the description and discovery of ottoman-turkish makam music,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:01.747610Z

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This paper cites Corpora for music information research in indian art music,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Corpora for music information research in indian art music,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:01.447241Z

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Observation 30c4ac92-cdf0-476a-b326-b62b96760ff7 · outbound

This paper cites Overcoming catastrophic forgetting in neural networks.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Overcoming catastrophic forgetting in neural networks

Reference 59

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This paper cites Adam: A method for stochas- tic optimization,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Adam: A method for stochas- tic optimization,

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:01.234889Z

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Observation 08d671c0-ecdc-44e4-a0fa-6866c0c3eb7f · outbound

This paper cites Decoupled Weight Decay Regularization.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Decoupled Weight Decay Regularization

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T23:34:59.065799Z

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This paper cites Lora: Low-rank adaptation of large language models,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Lora: Low-rank adaptation of large language models,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:01.022620Z

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Observation 312eabcc-f780-4ae4-8da1-afafb44745a1 · outbound

This paper cites The relationship between precision-recall and roc curves,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora The relationship between precision-recall and roc curves,

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:00.754593Z

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Observation 7d89ded5-680f-4132-b27d-0521b4747a13 · outbound

This paper cites Mulan: A joint embedding of music audio and natural language,.

Universal Music Representations? Evaluating Foundation Models on World Music Corpora Mulan: A joint embedding of music audio and natural language,

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:35:00.503734Z

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Pith citing papers

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