Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T23:21:36.623970Z
Paper Citation Record · LEDGER
As of 8 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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T23:21:36.623970Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T23:21:24.313130Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-02T00:56:24.473181Z
71 of 71 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ce4428dc-3fa8-4e59-9f91-6f5312d725a4 · outbound
AI-Generated Song Detection via Lyrics Transcripts AI-Generated Song Detection via Lyrics Transcripts
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d483ef6-26a7-42d7-9d7b-4469d6acbc2e · outbound
AI-Generated Song Detection via Lyrics Transcripts Current AI music generation models typically rely on two main components working in sequence
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 213dbc9a-d215-45e9-98a5-80292b264985 · outbound
AI-Generated Song Detection via Lyrics Transcripts First, the audio is processed by a transcription model to generate a lyrics tran- script
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e3677ff5-d1c8-4b56-be3c-3cff5c584a3a · outbound
AI-Generated Song Detection via Lyrics Transcripts Then, we briefly describe the baselines and the evaluation metrics used
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5728465d-d73b-4bc0-aced-533ebc6dadaa · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0ed56915-dcc1-4a08-aebe-3d9a65a1bcef · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9d29fb60-f777-4ff6-95f9-5abcbd06ce38 · outbound
AI-Generated Song Detection via Lyrics Transcripts Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2bcdd216-bb16-4de1-9cf3-3b24820439f4 · outbound
AI-Generated Song Detection via Lyrics Transcripts 55776/COE12, https://doi.org/10.55776/ DFH23, https://doi.org/10.55776/P36413
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0f114fb-bdb9-4f20-8293-7726f7f9e941 · outbound
AI-Generated Song Detection via Lyrics Transcripts Detecting music deepfakes is easy but actually hard
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1435b58-4427-43c2-a0f6-7ec84d1be38d · outbound
AI-Generated Song Detection via Lyrics Transcripts MusicLM: Generating Music From Text
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a00cb3f6-8753-4b0b-bed6-665098a47e64 · outbound
AI-Generated Song Detection via Lyrics Transcripts Simple and control- lable music generation,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 48f35f23-a45e-414d-9a59-f1e7317bfd67 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9dbae987-f520-4e16-b01e-ed25b10c371d · outbound
AI-Generated Song Detection via Lyrics Transcripts AI-generated song charts in Ger- many, amid controversy,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5579fec0-04d1-41d7-b623-a0f0dbcb3301 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 22468d79-a0a8-41ee-b95a-00589982895c · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7407596d-431c-4fc2-9101-9fb0c34be832 · outbound
AI-Generated Song Detection via Lyrics Transcripts C2pa specficiations,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cfc1a801-9ca8-4c6e-8b41-193ca06921eb · outbound
AI-Generated Song Detection via Lyrics Transcripts Atsc standard: Audio watermark emission,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 92432c06-a95a-4307-8f94-eac5b511ddac · outbound
AI-Generated Song Detection via Lyrics Transcripts Stable Audio Open
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f77a4b4c-01c6-4f30-a249-9ac548ea2e5e · outbound
AI-Generated Song Detection via Lyrics Transcripts Ai-generated music detection and its chal- lenges,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 59f0f7cc-6972-486f-b45c-d47214f871b2 · outbound
AI-Generated Song Detection via Lyrics Transcripts Synthetic lyrics detection across languages and genres,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b94373ac-419e-4b10-bebc-49f3d0d6eb65 · outbound
AI-Generated Song Detection via Lyrics Transcripts Copyright act of 1976,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4b389fda-be9c-4d5e-9791-8a11859e5a08 · outbound
AI-Generated Song Detection via Lyrics Transcripts High Fidelity Neural Audio Compression
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e270137-8315-4fb3-9ec5-c3805b530c73 · outbound
AI-Generated Song Detection via Lyrics Transcripts High-Fidelity Audio Compression with Improved RVQGAN
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8bb36b1e-1b69-46fe-8aa2-0f0fe6cec367 · outbound
AI-Generated Song Detection via Lyrics Transcripts Soundstream: An end-to-end neural audio codec,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 87f280e5-2737-404c-9c64-6bd5d4af1e17 · outbound
AI-Generated Song Detection via Lyrics Transcripts Music2latent: Consistency autoencoders for latent audio compres- sion,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e7d39c1-f7c2-4423-9784-068546702900 · outbound
AI-Generated Song Detection via Lyrics Transcripts Fast Timing-Conditioned Latent Audio Diffusion
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a506b81a-78b9-4436-8843-42fad13e8f80 · outbound
AI-Generated Song Detection via Lyrics Transcripts A watermark for large language models,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b6e33b7-df9c-4e0b-882f-c685d606e0cf · outbound
AI-Generated Song Detection via Lyrics Transcripts Musi- cldm: Enhancing novelty in text-to-music gen- eration using beat-synchronous mixup strategies,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8ce7aefb-4071-4196-9490-a42695ef6f19 · outbound
AI-Generated Song Detection via Lyrics Transcripts Singfake: Singing voice deepfake detection,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e6fd9292-b20e-4b9b-b845-3230178b971d · outbound
AI-Generated Song Detection via Lyrics Transcripts From real to cloned singer identifica- tion,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d66d56b4-6fcc-476d-b61f-97bdd19b3fd5 · outbound
AI-Generated Song Detection via Lyrics Transcripts Sonics: Synthetic or not - identify- ing counterfeit songs,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 985ca98b-d0e5-4c9b-9dea-b449c8cae617 · outbound
AI-Generated Song Detection via Lyrics Transcripts Coco: Coherence-enhanced machine-generated text detection under low resource with contrastive learn- ing,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 551355c7-99ac-4dd3-bb54-567b23dd1480 · outbound
AI-Generated Song Detection via Lyrics Transcripts ToBlend: Token-Level Blending With an Ensemble of LLMs to Attack AI-Generated Text Detection
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b33c28d-3f1a-4947-af40-66e09dcd1967 · outbound
AI-Generated Song Detection via Lyrics Transcripts Adversarial watermark- ing transformer: Towards tracing text provenance with data hiding,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1e010831-6db5-477f-9aff-bb1eb1ef9279 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 38e68f2a-a09f-4ebf-84e8-d97bfd8aa460 · outbound
AI-Generated Song Detection via Lyrics Transcripts Detectllm: Leveraging log rank information for zero-shot detec- tion of machine-generated text,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a2514af4-2b39-40ec-94d4-d73506a7c310 · outbound
AI-Generated Song Detection via Lyrics Transcripts MAGE: Machine- generated text detection in the wild,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8a1cdbd2-8e7b-4dbf-b63f-a9ab06135f28 · outbound
AI-Generated Song Detection via Lyrics Transcripts Multitude: Large-scale multilingual machine- generated text detection benchmark,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e4198519-03bb-4182-815a-224d61c8f1c1 · outbound
AI-Generated Song Detection via Lyrics Transcripts From text to source: Results in detecting large language model- generated content,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation af0691a1-13a2-4ab4-9c6f-fd65b0cc5fcf · outbound
AI-Generated Song Detection via Lyrics Transcripts Token prediction as implicit classification to identify llm-generated text,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 09386f87-6967-43af-83e3-5ed2616f9ca1 · outbound
AI-Generated Song Detection via Lyrics Transcripts How reliable are ai-generated-text detectors? an assessment framework using evasive soft prompts,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 61fa9902-211b-44ce-89ea-277f5636b0a8 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b115b973-7a46-4b9b-a956-581bcaaa7581 · outbound
AI-Generated Song Detection via Lyrics Transcripts Authorship attribution for neural text generation,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8abf3ad3-f802-42ab-ac31-86ae8e2ad967 · outbound
AI-Generated Song Detection via Lyrics Transcripts Real or Fake? Learning to Discriminate Machine from Human Generated Text
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29595703-8cc0-45c6-90f2-50c1b712ddbf · outbound
AI-Generated Song Detection via Lyrics Transcripts Detectgpt: Zero-shot machine-generated text detection using probability curvature,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 03c12b7a-0ce3-486c-9aa6-276ac46f8b9f · outbound
AI-Generated Song Detection via Lyrics Transcripts Beat llms at their own game: Zero-shot llm-generated text detection via querying chatgpt,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 60cd87bf-98ed-4ca1-b20c-21c8e8982426 · outbound
AI-Generated Song Detection via Lyrics Transcripts Can AI-Generated Text be Reliably Detected?
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23aef8ef-6a9a-46c0-81c7-1b28bb905748 · outbound
AI-Generated Song Detection via Lyrics Transcripts GPT-4 Technical Report
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68583ec1-b8f9-415a-85b8-8234baa24395 · outbound
AI-Generated Song Detection via Lyrics Transcripts RAID: A shared benchmark for robust evaluation of machine-generated text detectors,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d168b230-acb3-48aa-8bc4-4eb2274d0ea3 · outbound
AI-Generated Song Detection via Lyrics Transcripts LyricWhiz: Robust Multilingual Zero-shot Lyrics Transcription by Whispering to ChatGPT
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 60e3bc00-112b-4244-b093-12be35318ad7 · outbound
AI-Generated Song Detection via Lyrics Transcripts BERT: Pre-training of deep bidirectional transformers for language understanding,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a2c52de4-2142-4762-8b85-37612d385bf7 · outbound
AI-Generated Song Detection via Lyrics Transcripts Lyrics Transcription for Humans: A Readability-Aware Benchmark
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9789cc98-af85-4d73-b765-98851305737d · outbound
AI-Generated Song Detection via Lyrics Transcripts Benchmark- ing whisper under diverse audio transformations and real-time constraints,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 547ac7e2-02e2-4d3e-a840-c1a1a4ba4b50 · outbound
AI-Generated Song Detection via Lyrics Transcripts Robust Speech Recognition via Large-Scale Weak Supervision
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77b7bcc3-6821-4c5c-bc65-3c0a4187869b · outbound
AI-Generated Song Detection via Lyrics Transcripts faster- whisper: A reimplementation of openai’s whisper model using ctranslate2,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bffb4030-99bc-4bde-8e0f-759308f17db2 · outbound
AI-Generated Song Detection via Lyrics Transcripts Sentence-BERT: Sentence embeddings using Siamese BERT-networks,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fb4d6f75-b377-4529-914c-8dd64f4716a5 · outbound
AI-Generated Song Detection via Lyrics Transcripts SimCSE: Simple contrastive learning of sentence embeddings,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 51c1693f-01e8-4f3d-a37e-400f2e249fbf · outbound
AI-Generated Song Detection via Lyrics Transcripts M3-embedding: Multi-linguality, multi-functionality, multi-granularity text embeddings through self- knowledge distillation,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4de17cf5-7582-4c24-b873-a982e76b35cc · outbound
AI-Generated Song Detection via Lyrics Transcripts LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7042374-89ce-4ecd-9feb-d6086a98814c · outbound
AI-Generated Song Detection via Lyrics Transcripts Learning universal authorship representations,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 237fe61e-5033-40f2-8a74-eaaf676f8129 · outbound
AI-Generated Song Detection via Lyrics Transcripts Mpnet: Masked and permuted pre-training for language under- standing,
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5d7a6541-c08a-4a0f-a2a0-0d15ee419ae2 · outbound
AI-Generated Song Detection via Lyrics Transcripts Minilm: Deep self-attention distillation for task-agnostic compression of pre-trained transform- ers,
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 26220ba5-0f02-4be8-bdb4-06b9841975fe · outbound
AI-Generated Song Detection via Lyrics Transcripts Unsupervised cross-lingual representation learning at scale,
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2b869c8f-3bf3-427e-bc63-6b068a8fbe48 · outbound
AI-Generated Song Detection via Lyrics Transcripts Gemma 2: Improving Open Language Models at a Practical Size
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b36b84f4-980e-4dab-b273-27ceab0691f3 · outbound
AI-Generated Song Detection via Lyrics Transcripts Few-shot detection of machine-generated text using style representations,
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e6f9a767-abde-424b-985a-d5bd26d68997 · outbound
AI-Generated Song Detection via Lyrics Transcripts Decoupled weight decay regularization,
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b276835b-86e9-4fdc-83a7-fc93315b7a88 · outbound
AI-Generated Song Detection via Lyrics Transcripts PyTorch Lightning,
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2cf0a05b-b4cb-42c9-8209-213c9e8ea183 · outbound
AI-Generated Song Detection via Lyrics Transcripts SemEval-2013 task 2: Sentiment analysis in Twitter,
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fb0f6f3f-e396-4ef7-9db1-ac2f94d5634c · outbound
AI-Generated Song Detection via Lyrics Transcripts Available: https://aclanthology.org/S13- 2052
Reference 320
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5ab1b3e1-b068-4efe-b562-046356f7a690 · outbound
AI-Generated Song Detection via Lyrics Transcripts Available: https://api.semanticscholar
Reference 2023
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d072ea84-1db4-42fd-b090-52a9ab46910c · outbound
AI-Generated Song Detection via Lyrics Transcripts Available: https://aclanthology.org/ N19-1423
Reference 4186
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ce4428dc-3fa8-4e59-9f91-6f5312d725a4 · inbound
AI-Generated Song Detection via Lyrics Transcripts AI-Generated Song Detection via Lyrics Transcripts
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7b0fa7b-ef2f-4fff-b677-441b36689687 · inbound
HAIM: Human-AI Music Datasets for AI Music Production Tracking Benchmark AI-Generated Song Detection via Lyrics Transcripts
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.