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Paper Citation Record · LEDGER

Do Music Foundation Models Embed Pitch in Helical Structure?

As of 8 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 1 inbound Pith citation observation for arXiv:2607.29086.

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

pith.paper-citation-record.v1
2607.29086 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T13:57:19.220217Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T13:57:14.977424Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

35 of 35 outbound references displayed

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  • verified fuzzy0
  • unresolved35
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  • malformed identifier0
  • metadata mismatch0

External citation measurements

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Outbound references

Observation e78d4d10-3dc1-4e0a-8d94-404ace7a5927 · outbound

This paper cites Do Music Foundation Models Embed Pitch in Helical Structure?.

Do Music Foundation Models Embed Pitch in Helical Structure? Do Music Foundation Models Embed Pitch in Helical Structure?

Reference 1

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source=pdf_text observed=2026-08-03T13:57:14.635958Z digest=sha256:64f33ade26a1f5db18d9ca28b2df39088c45fa61055c59d4c0b88e1360d356ee

Observation a2aa2e51-efb0-463b-a9b5-5be90e28528b · outbound

This paper cites We extract pitch-dependent features from a music foundation model and evaluate their helical structure using PCA and parametric fitting.

Do Music Foundation Models Embed Pitch in Helical Structure? We extract pitch-dependent features from a music foundation model and evaluate their helical structure using PCA and parametric fitting

Reference 2

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source=pdf_text observed=2026-08-03T13:57:14.826416Z digest=sha256:4f4db7650d0935187f685020068dd1ebe7afd8b6c6150b8be6ff8142d6b0c00e

Observation e5f8a1cf-de8c-46e6-803b-1147eb4fa898 · outbound

This paper cites Input: Various timbres Instruments 𝑓0 Single note flat decay.

Do Music Foundation Models Embed Pitch in Helical Structure? Input: Various timbres Instruments 𝑓0 Single note flat decay

Reference 3

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Observation 180ac52c-3c40-49ef-ae5f-880fc23d905b · outbound

This paper cites Do Music Foundation Models Embed Pitch in Helical Structure?.

Do Music Foundation Models Embed Pitch in Helical Structure? Do Music Foundation Models Embed Pitch in Helical Structure?

Reference 4

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source=pdf_text observed=2026-08-03T13:57:14.977424Z digest=sha256:2af8d4a2c16e34b1b8ef5f15f15e63b2376898693e0dc65c29ef7653b627d6e9

Observation fe324337-5d13-46d1-9df3-96da7d6b85ea · outbound

This paper cites 1, we input monophonic music sig- nals with specific pitches into the model’s pretrained au- dio tokenizer and pass the resulting token sequences to the Transformer decoder.

Do Music Foundation Models Embed Pitch in Helical Structure? 1, we input monophonic music sig- nals with specific pitches into the model’s pretrained au- dio tokenizer and pass the resulting token sequences to the Transformer decoder

Reference 5

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source=pdf_text observed=2026-08-03T13:57:15.120980Z digest=sha256:3a3c05f2d4003d99172ce22f36f26a5598b5c54a684a7b8ed19d45fda16b0fad

Observation efd48ff8-4872-45ec-8a16-b5c67d877511 · outbound

This paper cites Jukebox.We used the top-level decoder of the 5B model fromjukemirlib[6] 1.

Do Music Foundation Models Embed Pitch in Helical Structure? Jukebox.We used the top-level decoder of the 5B model fromjukemirlib[6] 1

Reference 6

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source=pdf_text observed=2026-08-03T13:57:15.271390Z digest=sha256:3c2e286325aa3e4d04083cd8a070cf405e0d075194522643c58e25b624e90b5b

Observation bb603cc1-f96d-4e1b-bb4e-ea733095b588 · outbound

This paper cites The clarity and geometry of this struc- ture vary not only across the two analyzed models but also with the acoustic properties of the input, particularly its harmonic composition.

Do Music Foundation Models Embed Pitch in Helical Structure? The clarity and geometry of this struc- ture vary not only across the two analyzed models but also with the acoustic properties of the input, particularly its harmonic composition

Reference 7

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Observation dc9848bb-9cd3-47a6-96bd-71460157aada · outbound

This paper cites an unresolved cited work.

Do Music Foundation Models Embed Pitch in Helical Structure? Unresolved cited work

Reference 8

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Observation 46b2a4de-46b3-4802-9174-1b46adf07375 · outbound

This paper cites Jukebox: A Generative Model for Music.

Do Music Foundation Models Embed Pitch in Helical Structure? Jukebox: A Generative Model for Music

Reference 9

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Observation c7a10d04-ca55-4801-ac04-6b13ebc00d83 · outbound

This paper cites Simple and control- lable music generation,.

Do Music Foundation Models Embed Pitch in Helical Structure? Simple and control- lable music generation,

Reference 10

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source=pdf_text observed=2026-08-03T13:57:15.680282Z digest=sha256:196d0f8d5b7f8c2991978a12bbf2dd2468dce9572630598cf8c296b1564cce3b

Observation d4b6e902-94fb-426b-b4a0-d688ab09441d · outbound

This paper cites MusicLM: Generating Music From Text.

Do Music Foundation Models Embed Pitch in Helical Structure? MusicLM: Generating Music From Text

Reference 11

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Observation c819db37-9690-4c80-8a36-6ab584be0a12 · outbound

This paper cites MERT: Acoustic Music Understanding Model with Large-Scale Self-supervised Training.

Do Music Foundation Models Embed Pitch in Helical Structure? MERT: Acoustic Music Understanding Model with Large-Scale Self-supervised Training

Reference 12

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Observation 095c2382-3a07-47db-8034-8357657494df · outbound

This paper cites Music foundation model as generic booster for music downstream tasks,.

Do Music Foundation Models Embed Pitch in Helical Structure? Music foundation model as generic booster for music downstream tasks,

Reference 13

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Observation cf471b0f-bb90-4c05-9df2-c256bf7a47f6 · outbound

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

Do Music Foundation Models Embed Pitch in Helical Structure? Codified au- dio language modeling learns useful representations for music information retrieval,

Reference 14

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source=pdf_text observed=2026-08-03T13:57:16.106072Z digest=sha256:b454a88da23ec0e8b0a2703ccc306ce52489352e5295a6a568262428538b71c3

Observation 5dfad44d-75c4-47b0-a486-d29610cf7ad6 · outbound

This paper cites Do music generation models encode music theory?.

Do Music Foundation Models Embed Pitch in Helical Structure? Do music generation models encode music theory?

Reference 15

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Observation 71aab111-1300-4453-8268-45f48cf9babd · outbound

This paper cites Do music LLMs learn sym- bolic concepts? a pilot study using probing and inter- vention,.

Do Music Foundation Models Embed Pitch in Helical Structure? Do music LLMs learn sym- bolic concepts? a pilot study using probing and inter- vention,

Reference 16

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Observation 89044bb5-b47a-4a6c-be05-3fe2856bfac6 · outbound

This paper cites Geometrical approximations to the structure of musical pitch,.

Do Music Foundation Models Embed Pitch in Helical Structure? Geometrical approximations to the structure of musical pitch,

Reference 17

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source=pdf_text observed=2026-08-03T13:57:16.616514Z digest=sha256:4a752c730201f0d58e82df96b11067ec8d32e1266fa8466acc1a26fd66240c49

Observation 7ea08510-dec7-4fa7-bd23-27534fdf3ca3 · outbound

This paper cites Language models are unsupervised mul- titask learners,.

Do Music Foundation Models Embed Pitch in Helical Structure? Language models are unsupervised mul- titask learners,

Reference 18

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Observation ebd4b7df-d53a-481b-9217-32ffd2aeb9aa · outbound

This paper cites Not all language model features are one- dimensionally linear,.

Do Music Foundation Models Embed Pitch in Helical Structure? Not all language model features are one- dimensionally linear,

Reference 19

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Observation 1b6da0b9-42cd-48f7-851c-58839172a57c · outbound

This paper cites Towards understand- ing grokking: An effective theory of representation learning,.

Do Music Foundation Models Embed Pitch in Helical Structure? Towards understand- ing grokking: An effective theory of representation learning,

Reference 20

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Observation c76ea631-4e66-41e9-b49d-43e343511af6 · outbound

This paper cites Monotonic representa- tion of numeric attributes in language models,.

Do Music Foundation Models Embed Pitch in Helical Structure? Monotonic representa- tion of numeric attributes in language models,

Reference 21

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Observation 214cc8e6-0061-468e-a30b-83c39115d224 · outbound

This paper cites What is a Number, That a Large Language Model May Know It?.

Do Music Foundation Models Embed Pitch in Helical Structure? What is a Number, That a Large Language Model May Know It?

Reference 22

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Observation c8267506-faf7-4fc0-8246-bf17bb3749b9 · outbound

This paper cites Language models encode the value of numbers linearly,.

Do Music Foundation Models Embed Pitch in Helical Structure? Language models encode the value of numbers linearly,

Reference 23

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Observation ea39c2c8-2e17-43cd-99fa-6e891002ded6 · outbound

This paper cites Understanding intermediate layers using linear classifier probes,.

Do Music Foundation Models Embed Pitch in Helical Structure? Understanding intermediate layers using linear classifier probes,

Reference 24

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Observation 4a343eea-72ca-4642-974d-6811a51c2467 · outbound

This paper cites Uni- versal music representations? evaluating foundation models on world music corpora,.

Do Music Foundation Models Embed Pitch in Helical Structure? Uni- versal music representations? evaluating foundation models on world music corpora,

Reference 25

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Observation 5cd6efe9-4d9d-4300-a92c-8c8669c0ec8f · outbound

This paper cites Learning the helix topology of musical pitch,.

Do Music Foundation Models Embed Pitch in Helical Structure? Learning the helix topology of musical pitch,

Reference 26

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source=pdf_text observed=2026-08-03T13:57:18.024457Z digest=sha256:7c68278353ff2aebd55c4f985370c81d69d030a8f41cb4eee5e896f3e0bb59c5

Observation 54c796b4-f246-4459-b352-0bcf2b97ac62 · outbound

This paper cites Helicality: An isomap- based measure of octave equivalence in audio data,.

Do Music Foundation Models Embed Pitch in Helical Structure? Helicality: An isomap- based measure of octave equivalence in audio data,

Reference 27

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Observation d930485a-6128-4980-97a9-a0c58fb8e118 · outbound

This paper cites an unresolved cited work.

Do Music Foundation Models Embed Pitch in Helical Structure? Unresolved cited work

Reference 28

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Observation 7a4a9078-7ead-492b-8301-88718ff9b734 · outbound

This paper cites Neural discrete representation learning,.

Do Music Foundation Models Embed Pitch in Helical Structure? Neural discrete representation learning,

Reference 29

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source=pdf_text observed=2026-08-03T13:57:18.441319Z digest=sha256:499ec22d3224a44a256a9e2d3a38f25e3ac55cd6a572f0878fcd5de9e331e32f

Observation 53a05463-0409-4831-9d41-bf320b3317e8 · outbound

This paper cites Attention is all you need,.

Do Music Foundation Models Embed Pitch in Helical Structure? Attention is all you need,

Reference 30

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source=pdf_text observed=2026-08-03T13:57:18.592591Z digest=sha256:16b783b612609c6b93a2c25875e3e7626c65c3a139b8bf074054e2ebe5ed597d

Observation 94569263-8da3-4740-baf5-d32e908864a7 · outbound

This paper cites High Fidelity Neural Audio Compression,.

Do Music Foundation Models Embed Pitch in Helical Structure? High Fidelity Neural Audio Compression,

Reference 31

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Observation 36e29fa0-9602-4aa7-b20c-f0eee98ac98b · outbound

This paper cites Explor- ing the limits of transfer learning with a unified text- to-text transformer,.

Do Music Foundation Models Embed Pitch in Helical Structure? Explor- ing the limits of transfer learning with a unified text- to-text transformer,

Reference 32

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Observation f1fc6db4-4713-4f00-abf9-9ca97ca5d5ca · outbound

This paper cites Timidity++,.

Do Music Foundation Models Embed Pitch in Helical Structure? Timidity++,

Reference 33

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Observation 57560df2-527a-4c33-af70-1201f3fe4ccb · outbound

This paper cites General midi system level 1,.

Do Music Foundation Models Embed Pitch in Helical Structure? General midi system level 1,

Reference 34

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Observation 524805ae-bb47-468a-991e-12355cf2d809 · outbound

This paper cites Optuna: A next-generation hyperparameter optimiza- tion framework,.

Do Music Foundation Models Embed Pitch in Helical Structure? Optuna: A next-generation hyperparameter optimiza- tion framework,

Reference 35

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Pith citing papers

Observation 180ac52c-3c40-49ef-ae5f-880fc23d905b · inbound

Do Music Foundation Models Embed Pitch in Helical Structure? cites this paper.

Do Music Foundation Models Embed Pitch in Helical Structure? Do Music Foundation Models Embed Pitch in Helical Structure?

Reference 4

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