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Paper Citation Record · LEDGER

AI-Generated Song Detection via Lyrics Transcripts

As of 10 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 2 inbound Pith citation observations for arXiv:2506.18488.

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

pith.paper-citation-record.v1
2506.18488 v2

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:21:36.623970Z

measured 73 of 73 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:21:24.313130Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T00:56:24.473181Z

Reference resolution

71 of 71 outbound references displayed

  • verified exact2
  • verified fuzzy50
  • unresolved19
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ce4428dc-3fa8-4e59-9f91-6f5312d725a4 · outbound

This paper cites AI-Generated Song Detection via Lyrics Transcripts.

AI-Generated Song Detection via Lyrics Transcripts AI-Generated Song Detection via Lyrics Transcripts

Reference 1

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no resolver link, observed 2026-08-06T23:21:24.313130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 6d483ef6-26a7-42d7-9d7b-4469d6acbc2e · outbound

This paper cites Current AI music generation models typically rely on two main components working in sequence.

AI-Generated Song Detection via Lyrics Transcripts Current AI music generation models typically rely on two main components working in sequence

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 213dbc9a-d215-45e9-98a5-80292b264985 · outbound

This paper cites First, the audio is processed by a transcription model to generate a lyrics tran- script.

AI-Generated Song Detection via Lyrics Transcripts First, the audio is processed by a transcription model to generate a lyrics tran- script

Reference 3

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raw_fallback, observed 2026-08-06T23:21:53.649504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation e3677ff5-d1c8-4b56-be3c-3cff5c584a3a · outbound

This paper cites Then, we briefly describe the baselines and the evaluation metrics used.

AI-Generated Song Detection via Lyrics Transcripts Then, we briefly describe the baselines and the evaluation metrics used

Reference 4

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raw_fallback, observed 2026-08-06T23:21:53.466465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 5728465d-d73b-4bc0-aced-533ebc6dadaa · outbound

This paper cites As a reminder, the GT L YRICS LLM2Vec baseline refers to the method proposed by [11], which takes ground-truth lyrics as input and can be considered an upper baseline.

AI-Generated Song Detection via Lyrics Transcripts As a reminder, the GT L YRICS LLM2Vec baseline refers to the method proposed by [11], which takes ground-truth lyrics as input and can be considered an upper baseline

Reference 5

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raw_fallback, observed 2026-08-06T23:21:52.933859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 0ed56915-dcc1-4a08-aebe-3d9a65a1bcef · outbound

This paper cites To achieve this, we first transcribe the songs, overcoming the reliance on perfect ground-truth lyrics.

AI-Generated Song Detection via Lyrics Transcripts To achieve this, we first transcribe the songs, overcoming the reliance on perfect ground-truth lyrics

Reference 6

Resolution
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raw_fallback, observed 2026-08-06T23:21:52.634819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:25.985200Z digest=sha256:ef6858549accec92aa3785518154dad71c6363d41e8d6e8d743b455f36b193d4

Observation 9d29fb60-f777-4ff6-95f9-5abcbd06ce38 · outbound

This paper cites an unresolved cited work.

AI-Generated Song Detection via Lyrics Transcripts Unresolved cited work

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:26.025311Z digest=sha256:b45a5df3746aca17fc07f23a6e4223fa2729003a9ba6c62372a51acc9c293ab2

Observation 2bcdd216-bb16-4de1-9cf3-3b24820439f4 · outbound

This paper cites 55776/COE12, https://doi.org/10.55776/ DFH23, https://doi.org/10.55776/P36413.

AI-Generated Song Detection via Lyrics Transcripts 55776/COE12, https://doi.org/10.55776/ DFH23, https://doi.org/10.55776/P36413

Reference 8

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no resolver link, observed 2026-08-06T23:21:26.161561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation c0f114fb-bdb9-4f20-8293-7726f7f9e941 · outbound

This paper cites Detecting music deepfakes is easy but actually hard.

AI-Generated Song Detection via Lyrics Transcripts Detecting music deepfakes is easy but actually hard

Reference 9

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no resolver link, observed 2026-08-06T23:21:28.895187Z

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Unavailable: canonical work link unavailable.

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Observation f1435b58-4427-43c2-a0f6-7ec84d1be38d · outbound

This paper cites MusicLM: Generating Music From Text.

AI-Generated Song Detection via Lyrics Transcripts MusicLM: Generating Music From Text

Reference 10

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no resolver link, observed 2026-08-06T23:21:26.286890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:21:26.286890Z digest=sha256:1405a4689e635079ecde9a3af5c4311ebed6a0d8367f35ef73551201755c2567

Observation a00cb3f6-8753-4b0b-bed6-665098a47e64 · outbound

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

AI-Generated Song Detection via Lyrics Transcripts Simple and control- lable music generation,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:51.995111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:26.486854Z digest=sha256:0a8519cc4c906688fa280fc46bae702872594f475fd11562cbf648aca58d7428

Observation 48f35f23-a45e-414d-9a59-f1e7317bfd67 · outbound

This paper cites DiffRhythm: Blazingly Fast and Embarrassingly Simple End-to-End Full-Length Song Generation with Latent Diffusion.

AI-Generated Song Detection via Lyrics Transcripts DiffRhythm: Blazingly Fast and Embarrassingly Simple End-to-End Full-Length Song Generation with Latent Diffusion

Reference 12

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no resolver link, observed 2026-08-06T23:21:26.624841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:21:26.624841Z digest=sha256:2ba11de78a8604535c93b92e95ffa177581f557dce5ea0ac1ef9241945f7d7cd

Observation 9dbae987-f520-4e16-b01e-ed25b10c371d · outbound

This paper cites AI-generated song charts in Ger- many, amid controversy,.

AI-Generated Song Detection via Lyrics Transcripts AI-generated song charts in Ger- many, amid controversy,

Reference 13

Resolution
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raw_fallback, observed 2026-08-06T23:21:51.709887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:26.900556Z digest=sha256:ca23160073604e7590df98cb079f036d9eeefa77c7fa3f04f7e4a8e827e242aa

Observation 5579fec0-04d1-41d7-b623-a0f0dbcb3301 · outbound

This paper cites Record Companies Bring Landmark Cases for Responsible AI Against Suno and Udio in Boston and New York Federal Courts, Respectively,.

AI-Generated Song Detection via Lyrics Transcripts Record Companies Bring Landmark Cases for Responsible AI Against Suno and Udio in Boston and New York Federal Courts, Respectively,

Reference 14

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raw_fallback, observed 2026-08-06T23:21:51.236277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:27.271438Z digest=sha256:34398651c994ff0a19487423495e05b3ab4b91897ab0dbd95ed5644ff5f131e1

Observation 22468d79-a0a8-41ee-b95a-00589982895c · outbound

This paper cites 10,000 AI tracks uploaded daily to Deezer, platform reveals, as it files two patents for new AI detection tool,.

AI-Generated Song Detection via Lyrics Transcripts 10,000 AI tracks uploaded daily to Deezer, platform reveals, as it files two patents for new AI detection tool,

Reference 15

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raw_fallback, observed 2026-08-06T23:21:50.564865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:27.554753Z digest=sha256:493744ceb5c88e3742c78c9f1af26897caa2b365966290e5828da8cd9732325f

Observation 7407596d-431c-4fc2-9101-9fb0c34be832 · outbound

This paper cites C2pa specficiations,.

AI-Generated Song Detection via Lyrics Transcripts C2pa specficiations,

Reference 16

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raw_fallback, observed 2026-08-06T23:21:50.215371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:28.060675Z digest=sha256:1b071b41c3c3802b2aa4410d6baed782e0cbd3cde9967c6a741f55e90147896b

Observation cfc1a801-9ca8-4c6e-8b41-193ca06921eb · outbound

This paper cites Atsc standard: Audio watermark emission,.

AI-Generated Song Detection via Lyrics Transcripts Atsc standard: Audio watermark emission,

Reference 17

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raw_fallback, observed 2026-08-06T23:21:49.964920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:28.414827Z digest=sha256:77551ea26bd6abe78d003e7cf517da7b724a195602e376e91850387f2da721f8

Observation 92432c06-a95a-4307-8f94-eac5b511ddac · outbound

This paper cites Stable Audio Open.

AI-Generated Song Detection via Lyrics Transcripts Stable Audio Open

Reference 18

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no resolver link, observed 2026-08-06T23:21:30.605672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f77a4b4c-01c6-4f30-a249-9ac548ea2e5e · outbound

This paper cites Ai-generated music detection and its chal- lenges,.

AI-Generated Song Detection via Lyrics Transcripts Ai-generated music detection and its chal- lenges,

Reference 19

Resolution
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raw_fallback, observed 2026-08-06T23:21:49.758811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:29.064930Z digest=sha256:44c804bfa7501c7d06b7886ad3adc2aea663d9902ea101f7f51b316a6f0f95b1

Observation 59f0f7cc-6972-486f-b45c-d47214f871b2 · outbound

This paper cites Synthetic lyrics detection across languages and genres,.

AI-Generated Song Detection via Lyrics Transcripts Synthetic lyrics detection across languages and genres,

Reference 20

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verified fuzzy
raw_fallback, observed 2026-08-06T23:21:49.474833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:29.424831Z digest=sha256:5c97ec5a11a2b0f598616cee527f66439a098310e271d36394f2747e52cdaf9c

Observation b94373ac-419e-4b10-bebc-49f3d0d6eb65 · outbound

This paper cites Copyright act of 1976,.

AI-Generated Song Detection via Lyrics Transcripts Copyright act of 1976,

Reference 21

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raw_fallback, observed 2026-08-06T23:21:48.964748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:29.844977Z digest=sha256:f07e8ae81a8fefffc74de3a5dc796919022fcf63dd334acc57140f609169c694

Observation 4b389fda-be9c-4d5e-9791-8a11859e5a08 · outbound

This paper cites High Fidelity Neural Audio Compression.

AI-Generated Song Detection via Lyrics Transcripts High Fidelity Neural Audio Compression

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:21:29.955234Z digest=sha256:f9f0e9019547daabeee2c1bdd77da68acd1b2a272d03ab2d59aafdaa75810005

Observation 3e270137-8315-4fb3-9ec5-c3805b530c73 · outbound

This paper cites High-Fidelity Audio Compression with Improved RVQGAN.

AI-Generated Song Detection via Lyrics Transcripts High-Fidelity Audio Compression with Improved RVQGAN

Reference 23

Resolution
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no resolver link, observed 2026-08-06T23:21:30.071947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:21:30.071947Z digest=sha256:a74f7bad8ef391169af65cc2bf64c26fe3bae40ebfeda83af3353b3660e0973b

Observation 8bb36b1e-1b69-46fe-8aa2-0f0fe6cec367 · outbound

This paper cites Soundstream: An end-to-end neural audio codec,.

AI-Generated Song Detection via Lyrics Transcripts Soundstream: An end-to-end neural audio codec,

Reference 24

Resolution
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raw_fallback, observed 2026-08-06T23:21:48.554753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:30.224750Z digest=sha256:10523be123c76c348a89c59f0c4782e2f71f1a2b53dbe9030b5d3bea75186126

Observation 87f280e5-2737-404c-9c64-6bd5d4af1e17 · outbound

This paper cites Music2latent: Consistency autoencoders for latent audio compres- sion,.

AI-Generated Song Detection via Lyrics Transcripts Music2latent: Consistency autoencoders for latent audio compres- sion,

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-06T23:21:30.368030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:21:30.368030Z digest=sha256:a18d39e6985bde64897c3a60a4ccee96e77f0e4df0226760c39671dcdf18ad45

Observation 1e7d39c1-f7c2-4423-9784-068546702900 · outbound

This paper cites Fast Timing-Conditioned Latent Audio Diffusion.

AI-Generated Song Detection via Lyrics Transcripts Fast Timing-Conditioned Latent Audio Diffusion

Reference 26

Resolution
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no resolver link, observed 2026-08-06T23:21:30.499711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:21:30.499711Z digest=sha256:be4f6028f61a3b16fb53ddcc423ac9e3a9b2aa9b62bc3c7741ccf40b53ef0bb5

Observation a506b81a-78b9-4436-8843-42fad13e8f80 · outbound

This paper cites A watermark for large language models,.

AI-Generated Song Detection via Lyrics Transcripts A watermark for large language models,

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T23:21:31.696339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5b6e33b7-df9c-4e0b-882f-c685d606e0cf · outbound

This paper cites Musi- cldm: Enhancing novelty in text-to-music gen- eration using beat-synchronous mixup strategies,.

AI-Generated Song Detection via Lyrics Transcripts Musi- cldm: Enhancing novelty in text-to-music gen- eration using beat-synchronous mixup strategies,

Reference 28

Resolution
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raw_fallback, observed 2026-08-06T23:21:48.294751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 8ce7aefb-4071-4196-9490-a42695ef6f19 · outbound

This paper cites Singfake: Singing voice deepfake detection,.

AI-Generated Song Detection via Lyrics Transcripts Singfake: Singing voice deepfake detection,

Reference 29

Resolution
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raw_fallback, observed 2026-08-06T23:21:47.891854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:30.817168Z digest=sha256:1f37f5b6f53263a3385c2f6e76a00b61b415ed3eb47bb56d356a3df91fb1db8e

Observation e6fd9292-b20e-4b9b-b845-3230178b971d · outbound

This paper cites From real to cloned singer identifica- tion,.

AI-Generated Song Detection via Lyrics Transcripts From real to cloned singer identifica- tion,

Reference 30

Resolution
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raw_fallback, observed 2026-08-06T23:21:47.454849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:30.964325Z digest=sha256:9d29392ee062a636566ad64d79afd2d12de675d7169cdd399b917fac9adec2da

Observation d66d56b4-6fcc-476d-b61f-97bdd19b3fd5 · outbound

This paper cites Sonics: Synthetic or not - identify- ing counterfeit songs,.

AI-Generated Song Detection via Lyrics Transcripts Sonics: Synthetic or not - identify- ing counterfeit songs,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:46.849666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:31.113054Z digest=sha256:ec5f312ed9e281c2c54fc95e52e3c6bd8a5eb6645d9efa58f5d970d910f051e8

Observation 985ca98b-d0e5-4c9b-9dea-b449c8cae617 · outbound

This paper cites Coco: Coherence-enhanced machine-generated text detection under low resource with contrastive learn- ing,.

AI-Generated Song Detection via Lyrics Transcripts Coco: Coherence-enhanced machine-generated text detection under low resource with contrastive learn- ing,

Reference 32

Resolution
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raw_fallback, observed 2026-08-06T23:21:46.550503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:31.216569Z digest=sha256:73fc5e4da8c8a17b59adf3f0b94dbda5e5a3bddd45ae146e1f4bde98730d823a

Observation 551355c7-99ac-4dd3-bb54-567b23dd1480 · outbound

This paper cites ToBlend: Token-Level Blending With an Ensemble of LLMs to Attack AI-Generated Text Detection.

AI-Generated Song Detection via Lyrics Transcripts ToBlend: Token-Level Blending With an Ensemble of LLMs to Attack AI-Generated Text Detection

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T23:21:31.394747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:21:31.394747Z digest=sha256:22ac61a03fb7187bbd10412928bf24de91089acbb932dd5ee1acaa164696137d

Observation 9b33c28d-3f1a-4947-af40-66e09dcd1967 · outbound

This paper cites Adversarial watermark- ing transformer: Towards tracing text provenance with data hiding,.

AI-Generated Song Detection via Lyrics Transcripts Adversarial watermark- ing transformer: Towards tracing text provenance with data hiding,

Reference 34

Resolution
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raw_fallback, observed 2026-08-06T23:21:46.222382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:31.484829Z digest=sha256:6fe21f9c16f7a717702aed24d97dd96269bdfc404af31bf514dad0bba0663e60

Observation 1e010831-6db5-477f-9aff-bb1eb1ef9279 · outbound

This paper cites Counter turing test (ct2): Ai-generated text detection is not as easy as you may think-introducing ai detectability index (adi),.

AI-Generated Song Detection via Lyrics Transcripts Counter turing test (ct2): Ai-generated text detection is not as easy as you may think-introducing ai detectability index (adi),

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:45.962170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:31.604950Z digest=sha256:d980654603b64e28b52594886521cf21a5e8b1240deb176fce240af68c70ae5e

Observation 38e68f2a-a09f-4ebf-84e8-d97bfd8aa460 · outbound

This paper cites Detectllm: Leveraging log rank information for zero-shot detec- tion of machine-generated text,.

AI-Generated Song Detection via Lyrics Transcripts Detectllm: Leveraging log rank information for zero-shot detec- tion of machine-generated text,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:43.584749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:33.013495Z digest=sha256:9b0fe27b792906c84d2a9c23473149ca96739cf27c086f3ef41b9d89824af19b

Observation a2514af4-2b39-40ec-94d4-d73506a7c310 · outbound

This paper cites MAGE: Machine- generated text detection in the wild,.

AI-Generated Song Detection via Lyrics Transcripts MAGE: Machine- generated text detection in the wild,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:45.638151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:31.805363Z digest=sha256:61b87a90c15ad9cee1a44fe3950ff262c9b29fdfe830753d3d1f389654ab431f

Observation 8a1cdbd2-8e7b-4dbf-b63f-a9ab06135f28 · outbound

This paper cites Multitude: Large-scale multilingual machine- generated text detection benchmark,.

AI-Generated Song Detection via Lyrics Transcripts Multitude: Large-scale multilingual machine- generated text detection benchmark,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:45.295378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:31.904883Z digest=sha256:9f497371ba221bf18afc0a644befa9c8c07a07d51e0fa923e80c51eabd784cd0

Observation e4198519-03bb-4182-815a-224d61c8f1c1 · outbound

This paper cites From text to source: Results in detecting large language model- generated content,.

AI-Generated Song Detection via Lyrics Transcripts From text to source: Results in detecting large language model- generated content,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:45.074746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:32.027107Z digest=sha256:e949903a272bb48cd4b467507224ca8817b970655b75525effa559bc2499b5b4

Observation af0691a1-13a2-4ab4-9c6f-fd65b0cc5fcf · outbound

This paper cites Token prediction as implicit classification to identify llm-generated text,.

AI-Generated Song Detection via Lyrics Transcripts Token prediction as implicit classification to identify llm-generated text,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:44.840471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:32.139390Z digest=sha256:d431a61b7578018c4398a3e6b550e9bf59e72594f1c8e6cc517d92d010ed2c73

Observation 09386f87-6967-43af-83e3-5ed2616f9ca1 · outbound

This paper cites How reliable are ai-generated-text detectors? an assessment framework using evasive soft prompts,.

AI-Generated Song Detection via Lyrics Transcripts How reliable are ai-generated-text detectors? an assessment framework using evasive soft prompts,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:44.515452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:32.264830Z digest=sha256:638d96a6f559b65636677f800a7d785f56848984c9449955ee315278dc77d561

Observation 61fa9902-211b-44ce-89ea-277f5636b0a8 · outbound

This paper cites We then sample 260 real songs to maintain balance across lan- Model en de tr fr pt es it ar ja Macro A vg.

AI-Generated Song Detection via Lyrics Transcripts We then sample 260 real songs to maintain balance across lan- Model en de tr fr pt es it ar ja Macro A vg

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:53.206788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:25.763887Z digest=sha256:3c444774b06f59a1d905b719796b79eba1611c72750599203d0a75c5356f5f10

Observation b115b973-7a46-4b9b-a956-581bcaaa7581 · outbound

This paper cites Authorship attribution for neural text generation,.

AI-Generated Song Detection via Lyrics Transcripts Authorship attribution for neural text generation,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:44.181003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:32.446707Z digest=sha256:85deafb837ac78d6ba59f1c86c248949e7e707402812cff98459758e05ef53ee

Observation 8abf3ad3-f802-42ab-ac31-86ae8e2ad967 · outbound

This paper cites Real or Fake? Learning to Discriminate Machine from Human Generated Text.

AI-Generated Song Detection via Lyrics Transcripts Real or Fake? Learning to Discriminate Machine from Human Generated Text

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T23:21:32.694820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:21:32.694820Z digest=sha256:a7188221eb743459c2b41a268622b21978e56dfaf4db9be40de438f9c4cc2359

Observation 29595703-8cc0-45c6-90f2-50c1b712ddbf · outbound

This paper cites Detectgpt: Zero-shot machine-generated text detection using probability curvature,.

AI-Generated Song Detection via Lyrics Transcripts Detectgpt: Zero-shot machine-generated text detection using probability curvature,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:43.886679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:32.935843Z digest=sha256:b52bfa643ac834a9569a2d8214e826aefb4a0f2573d03fa547d14f623fd16a2c

Observation 03c12b7a-0ce3-486c-9aa6-276ac46f8b9f · outbound

This paper cites Beat llms at their own game: Zero-shot llm-generated text detection via querying chatgpt,.

AI-Generated Song Detection via Lyrics Transcripts Beat llms at their own game: Zero-shot llm-generated text detection via querying chatgpt,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:43.064744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:33.132408Z digest=sha256:34e1ee7856e66409e2c42213c67d20ff8802a5499dd69e135e8b7f34cab7f68a

Observation 60cd87bf-98ed-4ca1-b20c-21c8e8982426 · outbound

This paper cites Can AI-Generated Text be Reliably Detected?.

AI-Generated Song Detection via Lyrics Transcripts Can AI-Generated Text be Reliably Detected?

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-06T23:21:33.261526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:21:33.261526Z digest=sha256:6f748bff5cdf1e8f99fb529d9f05bc13536e97f30627d9027e51600b9346882e

Observation 23aef8ef-6a9a-46c0-81c7-1b28bb905748 · outbound

This paper cites GPT-4 Technical Report.

AI-Generated Song Detection via Lyrics Transcripts GPT-4 Technical Report

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-06T23:21:33.383140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:21:33.383140Z digest=sha256:1c4265c6d4645cf03b79d071e85bcbfbc8a5cef2175f4b649fd640e4847bf4cc

Observation 68583ec1-b8f9-415a-85b8-8234baa24395 · outbound

This paper cites RAID: A shared benchmark for robust evaluation of machine-generated text detectors,.

AI-Generated Song Detection via Lyrics Transcripts RAID: A shared benchmark for robust evaluation of machine-generated text detectors,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:42.845450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:33.508612Z digest=sha256:4e8f1635809e2a75d64db4b59af32a32cbe77d9aeb5601567393817da833cd50

Observation d168b230-acb3-48aa-8bc4-4eb2274d0ea3 · outbound

This paper cites LyricWhiz: Robust Multilingual Zero-shot Lyrics Transcription by Whispering to ChatGPT.

AI-Generated Song Detection via Lyrics Transcripts LyricWhiz: Robust Multilingual Zero-shot Lyrics Transcription by Whispering to ChatGPT

Reference 50

Resolution
verified exact
local_arxiv, observed 2026-08-06T23:21:37.298736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:34.104099Z digest=sha256:1ca55cb33dc4dbf08c00115f4531df72774dad705a069a91aeaa162b60e68a9a

Observation 60e3bc00-112b-4244-b093-12be35318ad7 · outbound

This paper cites BERT: Pre-training of deep bidirectional transformers for language understanding,.

AI-Generated Song Detection via Lyrics Transcripts BERT: Pre-training of deep bidirectional transformers for language understanding,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:40.115259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:35.506687Z digest=sha256:7d7e8fa3623a24fb3bda0de1d9ea76ce2def9e48f15251e80b18a065bdc1ba45

Observation a2c52de4-2142-4762-8b85-37612d385bf7 · outbound

This paper cites Lyrics Transcription for Humans: A Readability-Aware Benchmark.

AI-Generated Song Detection via Lyrics Transcripts Lyrics Transcription for Humans: A Readability-Aware Benchmark

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-08-06T23:21:37.089535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:34.473823Z digest=sha256:9090fa6c6c31978808dcad9b520b693e4467af73163f1c03eddcb4e5429a4407

Observation 9789cc98-af85-4d73-b765-98851305737d · outbound

This paper cites Benchmark- ing whisper under diverse audio transformations and real-time constraints,.

AI-Generated Song Detection via Lyrics Transcripts Benchmark- ing whisper under diverse audio transformations and real-time constraints,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:42.282800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:34.601257Z digest=sha256:df06a3e5675141ba30eca93231e7b52e0af92034bf9794a0d98ced0ce6211c73

Observation 547ac7e2-02e2-4d3e-a840-c1a1a4ba4b50 · outbound

This paper cites Robust Speech Recognition via Large-Scale Weak Supervision.

AI-Generated Song Detection via Lyrics Transcripts Robust Speech Recognition via Large-Scale Weak Supervision

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-06T23:21:34.685007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:21:34.685007Z digest=sha256:30c78db4752ee226bff3f5bf254b3bb2598b86e79c5ea8485ade466b00ea89d0

Observation 77b7bcc3-6821-4c5c-bc65-3c0a4187869b · outbound

This paper cites faster- whisper: A reimplementation of openai’s whisper model using ctranslate2,.

AI-Generated Song Detection via Lyrics Transcripts faster- whisper: A reimplementation of openai’s whisper model using ctranslate2,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:41.914863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:34.828021Z digest=sha256:e0941881980cf05fdf58e2aa4fcd0914c9236653d4826e6d62dcfbfad819f1a1

Observation bffb4030-99bc-4bde-8e0f-759308f17db2 · outbound

This paper cites Sentence-BERT: Sentence embeddings using Siamese BERT-networks,.

AI-Generated Song Detection via Lyrics Transcripts Sentence-BERT: Sentence embeddings using Siamese BERT-networks,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:41.564937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:34.999528Z digest=sha256:95148382e75273fff5b0a3b01e47e40de650ae5869f84a6018b405619c77bb94

Observation fb4d6f75-b377-4529-914c-8dd64f4716a5 · outbound

This paper cites SimCSE: Simple contrastive learning of sentence embeddings,.

AI-Generated Song Detection via Lyrics Transcripts SimCSE: Simple contrastive learning of sentence embeddings,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:40.863653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:35.129970Z digest=sha256:404fbeaa798aba79b36b80c622ec8b96c74b029ba034a77161458a260e433cd1

Observation 51c1693f-01e8-4f3d-a37e-400f2e249fbf · outbound

This paper cites M3-embedding: Multi-linguality, multi-functionality, multi-granularity text embeddings through self- knowledge distillation,.

AI-Generated Song Detection via Lyrics Transcripts M3-embedding: Multi-linguality, multi-functionality, multi-granularity text embeddings through self- knowledge distillation,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:40.601471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:35.170080Z digest=sha256:04253468f19d7ed58967a62394a37e8dded13de5e42666c1136d32454677401e

Observation 4de17cf5-7582-4c24-b873-a982e76b35cc · outbound

This paper cites LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders.

AI-Generated Song Detection via Lyrics Transcripts LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T23:21:35.248071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:21:35.248071Z digest=sha256:7899689603a068f50f070cefc227d64844b7f505c1ff3779cdc6a59948eec2b0

Observation b7042374-89ce-4ecd-9feb-d6086a98814c · outbound

This paper cites Learning universal authorship representations,.

AI-Generated Song Detection via Lyrics Transcripts Learning universal authorship representations,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:40.344825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:35.442606Z digest=sha256:67048864b50bbe72eeec3949fc28eee4ffef10bbcb852d7e9bcc720d318f85ed

Observation 237fe61e-5033-40f2-8a74-eaaf676f8129 · outbound

This paper cites Mpnet: Masked and permuted pre-training for language under- standing,.

AI-Generated Song Detection via Lyrics Transcripts Mpnet: Masked and permuted pre-training for language under- standing,

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:39.651774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:35.687431Z digest=sha256:acf0b868fa9542156c15116fddfd564901dd7735a75d752b9b9ad6e8ceebdef1

Observation 5d7a6541-c08a-4a0f-a2a0-0d15ee419ae2 · outbound

This paper cites Minilm: Deep self-attention distillation for task-agnostic compression of pre-trained transform- ers,.

AI-Generated Song Detection via Lyrics Transcripts Minilm: Deep self-attention distillation for task-agnostic compression of pre-trained transform- ers,

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:39.446174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:35.782407Z digest=sha256:6eab6e1e1ed1a6796e05e8ed4dfaaef4a8bb2d11858a6ef3647e5c08f2f0b426

Observation 26220ba5-0f02-4be8-bdb4-06b9841975fe · outbound

This paper cites Unsupervised cross-lingual representation learning at scale,.

AI-Generated Song Detection via Lyrics Transcripts Unsupervised cross-lingual representation learning at scale,

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:39.285689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:35.853091Z digest=sha256:e3a12f9897e5809ee9c035c71550ddb010f563a221f2f7c92088015deba462c4

Observation 2b869c8f-3bf3-427e-bc63-6b068a8fbe48 · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

AI-Generated Song Detection via Lyrics Transcripts Gemma 2: Improving Open Language Models at a Practical Size

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-06T23:21:35.985387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:21:35.985387Z digest=sha256:c92cd9b79c5f0cfd31d6ae2ab8bcf184a44452ba81f69955b638c513e038d8f4

Observation b36b84f4-980e-4dab-b273-27ceab0691f3 · outbound

This paper cites Few-shot detection of machine-generated text using style representations,.

AI-Generated Song Detection via Lyrics Transcripts Few-shot detection of machine-generated text using style representations,

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:39.004831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:36.111991Z digest=sha256:80f8e4359abaf58e705e76284b3c21d31f52e45023deff488e848837bb2ffe3f

Observation e6f9a767-abde-424b-985a-d5bd26d68997 · outbound

This paper cites Decoupled weight decay regularization,.

AI-Generated Song Detection via Lyrics Transcripts Decoupled weight decay regularization,

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:38.744833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:36.236020Z digest=sha256:88438482570098541f401b2af2f4ef216d1565d25f528ae3b68cb575abf78f38

Observation b276835b-86e9-4fdc-83a7-fc93315b7a88 · outbound

This paper cites PyTorch Lightning,.

AI-Generated Song Detection via Lyrics Transcripts PyTorch Lightning,

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:38.499150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:36.384745Z digest=sha256:45a8009e431f90ceadf7ca453a798338ac279ab67c50566ba81a27fa042dbd2f

Observation 2cf0a05b-b4cb-42c9-8209-213c9e8ea183 · outbound

This paper cites SemEval-2013 task 2: Sentiment analysis in Twitter,.

AI-Generated Song Detection via Lyrics Transcripts SemEval-2013 task 2: Sentiment analysis in Twitter,

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:38.297530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:36.469061Z digest=sha256:dd09eb85f62bf1007c6b45fee3dda15056a5c04b1aae393db9bfd021097fb1da

Observation fb0f6f3f-e396-4ef7-9db1-ac2f94d5634c · outbound

This paper cites Available: https://aclanthology.org/S13- 2052.

AI-Generated Song Detection via Lyrics Transcripts Available: https://aclanthology.org/S13- 2052

Reference 320

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:38.007952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:36.623970Z digest=sha256:2f31aeca883df5ff29b16293d44a630e72f62140e70f4f82f6584fa891926222

Observation 5ab1b3e1-b068-4efe-b562-046356f7a690 · outbound

This paper cites Available: https://api.semanticscholar.

AI-Generated Song Detection via Lyrics Transcripts Available: https://api.semanticscholar

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:42.545158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T23:21:34.214767Z digest=sha256:b1fa0d2f157f9f82650ab07b06c508e3e6396a619c39a2b63fa45f7757ee0646

Observation d072ea84-1db4-42fd-b090-52a9ab46910c · outbound

This paper cites Available: https://aclanthology.org/ N19-1423.

AI-Generated Song Detection via Lyrics Transcripts Available: https://aclanthology.org/ N19-1423

Reference 4186

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:21:39.899033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Pith citing papers

Observation ce4428dc-3fa8-4e59-9f91-6f5312d725a4 · inbound

AI-Generated Song Detection via Lyrics Transcripts cites this paper.

AI-Generated Song Detection via Lyrics Transcripts AI-Generated Song Detection via Lyrics Transcripts

Reference 1

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no resolver link, observed 2026-08-06T23:21:24.313130Z

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Observation a7b0fa7b-ef2f-4fff-b677-441b36689687 · inbound

HAIM: Human-AI Music Datasets for AI Music Production Tracking Benchmark cites this paper.

HAIM: Human-AI Music Datasets for AI Music Production Tracking Benchmark AI-Generated Song Detection via Lyrics Transcripts

Reference 8

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arxiv_id, observed 2026-07-02T00:56:24.476050Z

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