Paper Citation Record · LEDGER

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning

As of 8 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 2 inbound Pith citation observations for arXiv:2506.02584.

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

pith.paper-citation-record.v1
2506.02584 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:26:08.869391Z

measured 62 of 62 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:26:02.787698Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T13:35:26.587502Z

Reference resolution

60 of 60 outbound references displayed

verified exact1
verified fuzzy50
unresolved8
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3b99d18c-a814-4834-a2cb-77c676b926e7 · outbound

This paper cites an unresolved cited work.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Unresolved cited work

Reference 1

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Observation 4ccb6802-9dd2-4d7b-ab06-63f9b1e9196a · outbound

This paper cites Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning

Reference 2

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Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Unresolved cited work

Reference 3

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Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Unresolved cited work

Reference 4

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Observation a71c6dcc-c172-4776-9d07-c445507daff8 · outbound

This paper cites However, the extent to which this predictive capacity is contingent on the structure of lexical information or of its acoustic realisation is unclear.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning However, the extent to which this predictive capacity is contingent on the structure of lexical information or of its acoustic realisation is unclear

Reference 5

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Observation 9da63bd9-9b97-41ea-9e9d-069f82ee274c · outbound

This paper cites How much does prosody help turn- taking? investigations using voice activity projection models,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning How much does prosody help turn- taking? investigations using voice activity projection models,

Reference 6

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Observation d6a4ded2-8bb2-4af4-a106-7e4a816510ec · outbound

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Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Unresolved cited work

Reference 7

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Observation cea98d93-efb3-4cef-8820-60266b80403f · outbound

This paper cites A probabilistic Earley parser as a psycholinguistic model,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning A probabilistic Earley parser as a psycholinguistic model,

Reference 8

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Observation 3a4e4fc0-ff3d-4841-8cb3-7def7905e973 · outbound

This paper cites Metrical expectations from preceding prosody influence percep- tion of lexical stress.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Metrical expectations from preceding prosody influence percep- tion of lexical stress

Reference 9

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Observation edbf8d0c-26be-4598-ab68-4d6650a7b9ec · outbound

This paper cites Quantifying the perceptual value of lexical and non-lexical channels in speech,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Quantifying the perceptual value of lexical and non-lexical channels in speech,

Reference 10

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Observation 575ec6e3-ba1a-4490-8e9a-85454c112aa1 · outbound

This paper cites Intonation facilitates prediction of focus even in the presence of lexical tones,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Intonation facilitates prediction of focus even in the presence of lexical tones,

Reference 11

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Observation 5a54bd08-d521-49db-93e5-34d02488e993 · outbound

This paper cites How long is the sentence? Prediction and prosody in the online processing of language,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning How long is the sentence? Prediction and prosody in the online processing of language,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.966925Z

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Observation 053bcceb-6e43-4e46-8dc4-4ab1a81c4c75 · outbound

This paper cites The language of proteins: NLP, machine learning & protein sequences,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning The language of proteins: NLP, machine learning & protein sequences,

Reference 13

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Observation b9d4fffc-dfd0-4d07-a6a6-183b5585035b · outbound

This paper cites How prosody is both mandatory and optional,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning How prosody is both mandatory and optional,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.869075Z

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Observation 19ff2bbe-c59e-497a-8e58-7595c3dce6bb · outbound

This paper cites For Wav2Vec and HuBERT, we use the model checkpoints trained on≈900h of LibriSpeech, which is comparable to the amount of data seen by the MPM.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning For Wav2Vec and HuBERT, we use the model checkpoints trained on≈900h of LibriSpeech, which is comparable to the amount of data seen by the MPM

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:14.332806Z

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Observation bcd601b9-052e-4104-9fa3-deaa54faed6d · outbound

This paper cites What do you mean, you’re uncertain? The interpretation of cue words and rising intonation in dialogue,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning What do you mean, you’re uncertain? The interpretation of cue words and rising intonation in dialogue,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.796531Z

Source-reported events for the cited work

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Observation 7bed56d4-1048-4f96-89d5-c4e9b8f1f01d · outbound

This paper cites Delexicalised auditory priming of implicit prosody,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Delexicalised auditory priming of implicit prosody,

Reference 17

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Source-reported events for the cited work

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Observation 4d07e10a-a529-4379-b2d6-685b41620d38 · outbound

This paper cites Towards automatic detection of reported speech in dialogue using prosodic cues.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Towards automatic detection of reported speech in dialogue using prosodic cues

Reference 18

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Observation ff6bda2a-d35b-426a-87df-b670ba998646 · outbound

This paper cites DeCAF: A deep convolutional activation fea- ture for generic visual recognition,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning DeCAF: A deep convolutional activation fea- ture for generic visual recognition,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.638818Z

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Observation baaaa3a4-359d-41e0-adfa-8950552097e2 · outbound

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

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning BERT: Pre- training of deep bidirectional transformers for language under- standing,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.621266Z

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Observation bbba3595-c4d5-4e38-9e09-6c455e5d1628 · outbound

This paper cites wav2vec: Unsupervised Pre-training for Speech Recognition.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning wav2vec: Unsupervised Pre-training for Speech Recognition

Reference 21

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Source-reported events for the cited work

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Observation 1d5f8b1a-4aa5-49bc-abae-2ca608235ae7 · outbound

This paper cites HuBERT: Self-supervised speech repre- sentation learning by masked prediction of hidden units,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning HuBERT: Self-supervised speech repre- sentation learning by masked prediction of hidden units,

Reference 22

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Observation 765587e7-7e0c-4fe9-9442-79603e8d0959 · outbound

This paper cites ProsAudit, a prosodic benchmark for self- supervised speech models,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning ProsAudit, a prosodic benchmark for self- supervised speech models,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.573954Z

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Observation 217867fc-54f4-49d9-80e9-601a6ad8f8a5 · outbound

This paper cites Towards end-to-end prosody transfer for expressive speech synthesis with Tacotron,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Towards end-to-end prosody transfer for expressive speech synthesis with Tacotron,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.558392Z

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Observation b88e6260-579c-4947-ab6c-290063870a4b · outbound

This paper cites Disentangling prosody representations with unsupervised speech reconstruction,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Disentangling prosody representations with unsupervised speech reconstruction,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.542249Z

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Observation ccf2d19c-42a5-431c-8451-d065df18dc0b · outbound

This paper cites Towards paralinguistic-only speech representations for end-to- end speech emotion recognition,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Towards paralinguistic-only speech representations for end-to- end speech emotion recognition,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.524480Z

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Observation 3c9d0ce0-f977-4f81-a35f-50a91404ff3d · outbound

This paper cites Do prosody transfer models transfer prosody?.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Do prosody transfer models transfer prosody?

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.507022Z

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Observation 19373b59-0e59-4624-a12a-39c3ed0f481e · outbound

This paper cites Hierarchical rep- resentation and estimation of prosody using continuous wavelet transform,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Hierarchical rep- resentation and estimation of prosody using continuous wavelet transform,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.486422Z

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Observation 274e9bc7-0b26-4921-a58a-602d1a2056f8 · outbound

This paper cites Prosodic promi- nence and boundaries in sequence-to-sequence speech synthesis,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Prosodic promi- nence and boundaries in sequence-to-sequence speech synthesis,

Reference 29

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Observation 69a8d1c4-8037-464a-be0b-e72621b853e2 · outbound

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Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Unresolved cited work

Reference 30

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Observation ae4e5dbb-d8de-46f2-9b0b-e9b07ab08708 · outbound

This paper cites Beckman,Stress And Non-Stress Accent.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Beckman,Stress And Non-Stress Accent

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.441309Z

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Observation c23f5831-9d67-4b96-8d30-dcb7b942e7fd · outbound

This paper cites Automatic detection of sentence prominence in speech using predictability of word-level acoustic features,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Automatic detection of sentence prominence in speech using predictability of word-level acoustic features,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.423376Z

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Observation 664e6b8d-25d9-407f-b047-37abdeb97a7d · outbound

This paper cites Learn- ing de-identified representations of prosody from raw audio,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Learn- ing de-identified representations of prosody from raw audio,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.406105Z

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Observation 2aab41a6-3cad-4625-bbb7-a1450be564e1 · outbound

This paper cites PMI-Masking: Principled masking of correlated spans,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning PMI-Masking: Principled masking of correlated spans,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.388983Z

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Observation ec0c20cd-b29d-41a1-b728-eef8421ac52c · outbound

This paper cites Conformer: Convolution-augmented transformer for speech recognition,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Conformer: Convolution-augmented transformer for speech recognition,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.370182Z

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Observation e7547dfa-b555-4980-80a0-c1a11fb65707 · outbound

This paper cites WORLD: a vocoder- based high-quality speech synthesis system for real-time applica- tions,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning WORLD: a vocoder- based high-quality speech synthesis system for real-time applica- tions,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.352330Z

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Observation 4e2a1de1-5441-4b42-930c-058f7d78e377 · outbound

This paper cites Classification of prosodic events using quantized contour modeling,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Classification of prosodic events using quantized contour modeling,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:13.219269Z

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Observation 5e370401-769b-44ee-ad0c-14c55ed86d3e · outbound

This paper cites Pitch contour shape matters in mem- ory,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Pitch contour shape matters in mem- ory,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:12.993884Z

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Observation b6e9688e-5d03-4ae0-b245-378040c9e144 · outbound

This paper cites How transferable are features in deep neural networks?.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning How transferable are features in deep neural networks?

Reference 39

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

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Understanding intermediate layers using linear classifier probes,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:12.849077Z

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Observation 323ad57b-5c17-442f-a811-f60dc8aee503 · outbound

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Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Unresolved cited work

Reference 41

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Observation 11a116b3-a9ed-4872-9979-a2dc48a7ee35 · outbound

This paper cites Young infants’ retention of information about syllables,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Young infants’ retention of information about syllables,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:12.409171Z

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Observation 2e19569a-4356-40b3-96f3-431ad6d0842a · outbound

This paper cites The influence of different prosodic cues on word segmentation,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning The influence of different prosodic cues on word segmentation,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:12.070762Z

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Observation 70586d26-62a3-4849-a463-4524cbcf7249 · outbound

This paper cites Prosody in context: A review,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Prosody in context: A review,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:11.661807Z

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Observation dd0d634a-8d33-4e51-8645-98e7503ece87 · outbound

This paper cites Segmenting into adequate units for automatic recognition of emotion-related episodes: a speech-based approach,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Segmenting into adequate units for automatic recognition of emotion-related episodes: a speech-based approach,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:11.516127Z

Source-reported events for the cited work

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Observation 4bc69d55-3950-435b-839f-e9f729a9bd39 · outbound

This paper cites TIMIT acoustic phonetic continuous speech cor- pus,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning TIMIT acoustic phonetic continuous speech cor- pus,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:11.421560Z

Source-reported events for the cited work

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Observation 9e38ced0-a13e-424e-8dac-badc92a8dd37 · outbound

This paper cites Convex weighting criteria for speaking rate estimation,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Convex weighting criteria for speaking rate estimation,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:11.293583Z

Source-reported events for the cited work

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Observation c0d6b2f1-92e7-4f0c-9e21-38ec091302cc · outbound

This paper cites Automatic recognition of suprasegmentals in speech.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Automatic recognition of suprasegmentals in speech

Reference 48

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:26:09.095115Z

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 09f60b95-1233-418d-848e-500a560b0d99 · outbound

This paper cites Pre-linguistic segmenta- tion of speech into syllable-like units,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Pre-linguistic segmenta- tion of speech into syllable-like units,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:11.116585Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a081e4a0-a907-4da1-89b8-5f5b6e875ab1 · outbound

This paper cites Contribution of prosody to the segmentation and storage of.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Contribution of prosody to the segmentation and storage of

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:10.953851Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d1d3e721-4c63-4df7-bcf5-84baa67bcf7b · outbound

This paper cites The Boston University radio news corpus,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning The Boston University radio news corpus,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:10.818550Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 05de4b06-44b0-433d-8bb3-477b3e90d540 · outbound

This paper cites ToBI: a standard for labeling English prosody,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning ToBI: a standard for labeling English prosody,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:10.652611Z

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Observation e335fa52-e7b9-4297-8f01-3d583235f5f5 · outbound

This paper cites Automatic prosodic event detection using acoustic, lexical, and syntactic evidence,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Automatic prosodic event detection using acoustic, lexical, and syntactic evidence,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:10.489694Z

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Observation 7b7cb352-f886-4996-8e89-b2d7ad7a966d · outbound

This paper cites Towards low-resource prosodic boundary detection.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Towards low-resource prosodic boundary detection

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:10.324095Z

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Observation 56d2b57a-1c47-4b45-b029-48d189a54a6b · outbound

This paper cites A saliency-based auditory atten- tion model with applications to unsupervised prominent syllable detection in speech.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning A saliency-based auditory atten- tion model with applications to unsupervised prominent syllable detection in speech

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:10.184340Z

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Observation 4adb3e52-2d39-4775-848f-2990a26c94df · outbound

This paper cites The Ryerson audio-visual database of emotional speech and song (RA VDESS): A dynamic, multimodal set of facial and vocal expressions in North American English,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning The Ryerson audio-visual database of emotional speech and song (RA VDESS): A dynamic, multimodal set of facial and vocal expressions in North American English,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:09.945616Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ba4b09d4-efb1-4625-aa27-dff62ca3d217 · outbound

This paper cites Prosodic cues for emotion: analysis with discrete characteriza- tion of intonation,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Prosodic cues for emotion: analysis with discrete characteriza- tion of intonation,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:09.763452Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 98dd187c-c318-425f-b5d3-00409c9626ca · outbound

This paper cites SpanBERT: Improving pre-training by representing and predicting spans,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning SpanBERT: Improving pre-training by representing and predicting spans,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:09.608550Z

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Observation f4b46df8-0fef-4e47-b9a5-c974b583d4b3 · outbound

This paper cites LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speech,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speech,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:09.425675Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 75f74f29-ac55-4c99-93b6-ae22fdd7aa4e · outbound

This paper cites Recognizing emotions in spoken dialogue with hierarchically fused acoustic and lexical features,.

Prosodic Structure Beyond Lexical Content: A Study of Self-Supervised Learning Recognizing emotions in spoken dialogue with hierarchically fused acoustic and lexical features,

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:26:09.269131Z

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Pith citing papers

Observation 4ccb6802-9dd2-4d7b-ab06-63f9b1e9196a · inbound