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Paper Citation Record · LEDGER

Affect Models Have Weak Generalizability to Atypical Speech

As of 18 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2504.16283.

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

pith.paper-citation-record.v1
2504.16283 v2

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:12:05.446755Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

47 of 47 outbound references displayed

  • verified exact2
  • verified fuzzy30
  • unresolved15
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f06b4fd6-70ac-49bd-9aee-93c31eb23282 · outbound

This paper cites AudioInsight: Detecting Social Contexts Relevant to Social Anxiety from Speech.

Affect Models Have Weak Generalizability to Atypical Speech AudioInsight: Detecting Social Contexts Relevant to Social Anxiety from Speech

Reference 1

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local_arxiv, observed 2026-08-16T11:12:05.639468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 6eb7b7a9-3232-4b63-a14d-7913ab3fb900 · outbound

This paper cites Multilingual markers of depression in remotely collected speech samples: a prelim- inary analysis,.

Affect Models Have Weak Generalizability to Atypical Speech Multilingual markers of depression in remotely collected speech samples: a prelim- inary analysis,

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.235942Z digest=sha256:39674dd6e325e8596b944048ef3597bf146089d9929da09db6f8a1893d04e25a

Observation 54c761e3-16f8-4fb1-ae6e-ec26774e6703 · outbound

This paper cites an unresolved cited work.

Affect Models Have Weak Generalizability to Atypical Speech Unresolved cited work

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.240485Z digest=sha256:482e6d44e781c38ac4ae1fa1c8a2929eae190c1eb3cdad906f7afb51399c0872

Observation c2e9ad31-fd24-4446-9727-4c8514859417 · outbound

This paper cites Depression scale dictionary decomposition framework for multimodal automatic depression level prediction,.

Affect Models Have Weak Generalizability to Atypical Speech Depression scale dictionary decomposition framework for multimodal automatic depression level prediction,

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.245067Z digest=sha256:9882a0ff9a491739c77426be73f934646d1e1b66ff7c391dcf164c415b417845

Observation 92e4a3cc-dd83-4bd3-813e-6d1cf7ceb91e · outbound

This paper cites A VEC 2019 workshop and challenge: state-of-mind, detecting depression with AI, and cross-cultural affect recognition,.

Affect Models Have Weak Generalizability to Atypical Speech A VEC 2019 workshop and challenge: state-of-mind, detecting depression with AI, and cross-cultural affect recognition,

Reference 5

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raw_fallback, observed 2026-08-16T11:12:06.137676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.251141Z digest=sha256:1b007b066a6b1f88ea691c5ed3381d40f65728c9c0492ead9a6f01aa5fb4fd93

Observation 71fd5e6a-58ad-445f-a023-78583865a338 · outbound

This paper cites A review of depression and suicide risk assessment using speech analysis,.

Affect Models Have Weak Generalizability to Atypical Speech A review of depression and suicide risk assessment using speech analysis,

Reference 6

Resolution
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no resolver link, observed 2026-08-16T11:12:05.255796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:12:05.255796Z digest=sha256:d07a62f7f650079d0b944089a6dd3329b192262c5f6fc90cb1cf1f5568cb0d1b

Observation 7796ec71-7dd0-4981-9ab7-53fbc10a9d66 · outbound

This paper cites Deploying a robotic positive psychology coach to improve college students’ psychological well- being,.

Affect Models Have Weak Generalizability to Atypical Speech Deploying a robotic positive psychology coach to improve college students’ psychological well- being,

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.260813Z digest=sha256:b80d6340e334e3af5e0d9e3d33a4f71c6419feb7ec1c9827e6492399c9f8cefa

Observation aeb1d38e-f553-41e3-adbc-623e36a49343 · outbound

This paper cites Improvement of public speaking skills using virtual reality: Development of a training system,.

Affect Models Have Weak Generalizability to Atypical Speech Improvement of public speaking skills using virtual reality: Development of a training system,

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.265112Z digest=sha256:7b6775af456dde00205386f01fd64f1e70098aa35377b6be75ed34c0cea7b4e3

Observation 709d5018-3b7b-43e1-a06c-50f187bf2acc · outbound

This paper cites Meetingcoach: An intelligent dashboard for supporting effective & inclusive meetings,.

Affect Models Have Weak Generalizability to Atypical Speech Meetingcoach: An intelligent dashboard for supporting effective & inclusive meetings,

Reference 9

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raw_fallback, observed 2026-08-16T11:12:06.067020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.274228Z digest=sha256:307072615bbbc631250f3fb4f04b54892cc73ebd9ab475e89cdf3f9af8130d52

Observation 5d0fc26d-863a-413f-8420-0ab7ef681adc · outbound

This paper cites Emowear: Exploring emotional teasers for voice message interaction on smartwatches,.

Affect Models Have Weak Generalizability to Atypical Speech Emowear: Exploring emotional teasers for voice message interaction on smartwatches,

Reference 10

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raw_fallback, observed 2026-08-16T11:12:06.052331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.278923Z digest=sha256:daec5b5f418365939217e4a0457d420a697a834ef1c569949887552b4a4f28d1

Observation 1d1dedd7-1dd2-4bba-b10a-062892f6fc1a · outbound

This paper cites Impact of interaction context on the student affect-learning relationship in child-robot inter- action,.

Affect Models Have Weak Generalizability to Atypical Speech Impact of interaction context on the student affect-learning relationship in child-robot inter- action,

Reference 11

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raw_fallback, observed 2026-08-16T11:12:06.036647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.283807Z digest=sha256:cf69c3226956033a91fbb9d6ac1e7beb492a0ac9169e5ebe17a7e350719f9f97

Observation daefe63b-6c51-4148-84e6-cb61a16f6bd5 · outbound

This paper cites Child-centric robot dialogue systems: Fine-tuning large language models for better utterance understanding and interaction,.

Affect Models Have Weak Generalizability to Atypical Speech Child-centric robot dialogue systems: Fine-tuning large language models for better utterance understanding and interaction,

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.289059Z digest=sha256:99f3f69115161e702f0d025a0f8c3d4167fc7284a81de134d4068fb8ed737723

Observation 0178bc4d-9d86-41be-a5e5-05921c297133 · outbound

This paper cites Methods to detect and reduce driver stress: a review,.

Affect Models Have Weak Generalizability to Atypical Speech Methods to detect and reduce driver stress: a review,

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.293669Z digest=sha256:b9caeb7f5e307b7f3043c7646eabac8f8000301d110949dcfe879a42370a29d8

Observation a108b9a0-9172-476f-ba31-fbd358b170d2 · outbound

This paper cites Dawn of the transformer era in speech emotion recognition: closing the valence gap,.

Affect Models Have Weak Generalizability to Atypical Speech Dawn of the transformer era in speech emotion recognition: closing the valence gap,

Reference 14

Resolution
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raw_fallback, observed 2026-08-16T11:12:05.989375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.297718Z digest=sha256:d4fa5b1ed88fe8b40236a941ed70fe8438e7e301cf68c02324d493b5580dcf89

Observation 2a657147-37c3-45b2-8768-38e9059110f4 · outbound

This paper cites Odyssey 2024- speech emotion recognition challenge: Dataset, baseline framework, and results,.

Affect Models Have Weak Generalizability to Atypical Speech Odyssey 2024- speech emotion recognition challenge: Dataset, baseline framework, and results,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:12:05.974577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.301844Z digest=sha256:bfccc1a7cb7f100ea11b845a0fc8dca53cc9e5c912ac3a6374c7334be71fa8f8

Observation 5dd1b2d0-56d6-4899-8c3c-61a96a7481a2 · outbound

This paper cites Investigating salient representations and label variance in dimensional speech emotion analysis,.

Affect Models Have Weak Generalizability to Atypical Speech Investigating salient representations and label variance in dimensional speech emotion analysis,

Reference 16

Resolution
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raw_fallback, observed 2026-08-16T11:12:05.959745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.306169Z digest=sha256:adbb9e88636a25052fd2d73f4fdd8004c2e76664937cc25e6c4fb73d65925711

Observation cabd343f-7805-4a6e-b419-e6ad03314fb7 · outbound

This paper cites Hubert: Self-supervised speech representation learning by masked prediction of hidden units,.

Affect Models Have Weak Generalizability to Atypical Speech Hubert: Self-supervised speech representation learning by masked prediction of hidden units,

Reference 17

Resolution
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raw_fallback, observed 2026-08-16T11:12:05.945209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.310458Z digest=sha256:56801da2e7609eaaa2306de83f217828a9e7dfb7a38b4c26393cc408ab220d0d

Observation 7fb2f0e2-5ee6-414b-a213-4eca5e7b9ca2 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representations,.

Affect Models Have Weak Generalizability to Atypical Speech wav2vec 2.0: A framework for self-supervised learning of speech representations,

Reference 18

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no resolver link, observed 2026-08-16T11:12:05.314949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:12:05.314949Z digest=sha256:6a4213f9b71c8431b4ca5cb8294a7f6765b711d831fe433a8e45663a7312d3c0

Observation f3d5830a-5364-43f3-98bf-3c3f9a009a5b · outbound

This paper cites Building naturalistic emotionally balanced speech corpus by retrieving emotional speech from existing podcast recordings,.

Affect Models Have Weak Generalizability to Atypical Speech Building naturalistic emotionally balanced speech corpus by retrieving emotional speech from existing podcast recordings,

Reference 19

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no resolver link, observed 2026-08-16T11:12:05.319191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:12:05.319191Z digest=sha256:d3cf705d2e96413d3e2e89fccdbdc5129fb4800dfff294877dd1c56aaba003dd

Observation ae8917cc-215c-41f1-9fa8-1c11c44bff2e · outbound

This paper cites IEMOCAP: Interactive emotional dyadic motion capture database,.

Affect Models Have Weak Generalizability to Atypical Speech IEMOCAP: Interactive emotional dyadic motion capture database,

Reference 20

Resolution
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no resolver link, observed 2026-08-16T11:12:05.323817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:12:05.323817Z digest=sha256:a9ebc1f5485d22cd0a5b198b462c59feec6c1008dfaa74863b5d3ee736c21f9c

Observation fe55e26d-e70e-4f81-8500-d776014f8f6c · 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,.

Affect Models Have Weak Generalizability to Atypical Speech 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 21

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raw_fallback, observed 2026-08-16T11:12:05.900991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.327954Z digest=sha256:1f088d2cd020db1532f9a646f36f7a961573b4690af6998229e85a8eda3d1869

Observation b750fd83-0cba-4e48-be75-53e394bb5a0c · outbound

This paper cites Can Large Language Models Aid in Annotating Speech Emotional Data? Uncovering New Frontiers.

Affect Models Have Weak Generalizability to Atypical Speech Can Large Language Models Aid in Annotating Speech Emotional Data? Uncovering New Frontiers

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:12:05.332001Z digest=sha256:ec309b99bfb73f8d9bc458cfde902969268d3b2ae1c0d3b92f72dc65e661a206

Observation 4e0c9f8b-abfa-40ad-b6f5-0b0c4535c949 · outbound

This paper cites From Text to Emotion: Unveiling the Emotion Annotation Capabilities of LLMs.

Affect Models Have Weak Generalizability to Atypical Speech From Text to Emotion: Unveiling the Emotion Annotation Capabilities of LLMs

Reference 23

Resolution
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no resolver link, observed 2026-08-16T11:12:05.336877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:12:05.336877Z digest=sha256:afa2370b9e98932a3fe546b3d75616b2cba513115409caa62cd1228b54976ea3

Observation 753af263-3ec9-47f3-82b5-f30422777b83 · outbound

This paper cites A wide evalu- ation of ChatGPT on affective computing tasks,.

Affect Models Have Weak Generalizability to Atypical Speech A wide evalu- ation of ChatGPT on affective computing tasks,

Reference 24

Resolution
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raw_fallback, observed 2026-08-16T11:12:05.884671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.342990Z digest=sha256:e3d6c67ba55a97c0f57a751f01cb4c3122e23b72437ee77c95f1160ee163f981

Observation 54a0adbe-75e9-4f09-95ea-dbba2155d233 · outbound

This paper cites Testing correctness, fairness, and robustness of speech emo- tion recognition models,.

Affect Models Have Weak Generalizability to Atypical Speech Testing correctness, fairness, and robustness of speech emo- tion recognition models,

Reference 25

Resolution
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raw_fallback, observed 2026-08-16T11:12:05.868890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.347147Z digest=sha256:ed32cc493348a6d9dc2b7a1df7718b67b9456ac5f1a077748b5e31f8ff14c6bb

Observation 9e811efb-fc01-41c3-9a96-4586e4b46395 · outbound

This paper cites Bias and Fairness on Multimodal Emotion Detection Algorithms.

Affect Models Have Weak Generalizability to Atypical Speech Bias and Fairness on Multimodal Emotion Detection Algorithms

Reference 26

Resolution
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no resolver link, observed 2026-08-16T11:12:05.351877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:12:05.351877Z digest=sha256:d2510ea7c043a5b6d3b9b3eb8139c0d615783993d11db045aa2c22f8301369cf

Observation 5b652fce-3e77-4365-a1bf-d818aa12240a · outbound

This paper cites Enrolment-based personalisation for improving individual-level fairness in speech emotion recognition.

Affect Models Have Weak Generalizability to Atypical Speech Enrolment-based personalisation for improving individual-level fairness in speech emotion recognition

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-16T11:12:05.356971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:12:05.356971Z digest=sha256:d5111ce48532097182032d0efd31b80fa099df1cff3680a6932b6eec5ce0f97d

Observation 8856338d-dda4-4fb1-af5e-4fb8d0407709 · outbound

This paper cites Pre-trained Speech Processing Models Contain Human-Like Biases that Propagate to Speech Emotion Recognition.

Affect Models Have Weak Generalizability to Atypical Speech Pre-trained Speech Processing Models Contain Human-Like Biases that Propagate to Speech Emotion Recognition

Reference 28

Resolution
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no resolver link, observed 2026-08-16T11:12:05.361896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:12:05.361896Z digest=sha256:24d7cdc146ee335d050c6127b3c564959e065abc8db7f4cef2ee34014e992376

Observation efda4c06-8beb-4983-8631-641412ee0cab · outbound

This paper cites V ocal changes common during aging proces.

Affect Models Have Weak Generalizability to Atypical Speech V ocal changes common during aging proces

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:12:05.853568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.366884Z digest=sha256:b91b0e35d55ad055ae89cc8f2165e8f522d41b960a34c565674a564a93fd35cf

Observation 1242556f-7af6-42d7-9771-fc466185a955 · outbound

This paper cites Prevalence and etiologies of adult communication disabilities in the united states: Results from the 2012 national health interview survey,.

Affect Models Have Weak Generalizability to Atypical Speech Prevalence and etiologies of adult communication disabilities in the united states: Results from the 2012 national health interview survey,

Reference 30

Resolution
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raw_fallback, observed 2026-08-16T11:12:05.838297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.371490Z digest=sha256:653d0ba9a105951fc5f97c48b180e758a7f3bdecd6f91c882d64bbab05e3c011

Observation 711fe04a-9591-43df-9d38-eeb9d4ea07f3 · outbound

This paper cites Quick statistics about voice, speech, language,.

Affect Models Have Weak Generalizability to Atypical Speech Quick statistics about voice, speech, language,

Reference 31

Resolution
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raw_fallback, observed 2026-08-16T11:12:05.822310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.376287Z digest=sha256:f6a4540454783c691ffed77b81159ab14ccb43d6bde1f3109b7dfb4079d22c50

Observation 024a6daa-1bd9-4b3d-8512-f29b2171f492 · outbound

This paper cites Community-supported shared infrastructure in support of speech acces- sibility,.

Affect Models Have Weak Generalizability to Atypical Speech Community-supported shared infrastructure in support of speech acces- sibility,

Reference 32

Resolution
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raw_fallback, observed 2026-08-16T11:12:05.805575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.380693Z digest=sha256:260bf9256d1f8b33458eb5a834ac2138162ffe33e1c67a852e329c7386bf42c7

Observation 9649882b-08eb-4d61-80c8-928f8607d25f · outbound

This paper cites Switchboard: Telephone speech corpus for research and development,.

Affect Models Have Weak Generalizability to Atypical Speech Switchboard: Telephone speech corpus for research and development,

Reference 33

Resolution
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no resolver link, observed 2026-08-16T11:12:05.385432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:12:05.385432Z digest=sha256:d862157136014432039f8669a541edb7f17dd03b946de0fde063d62bf1f7809f

Observation 4177d5ab-93dc-46b4-af4d-2a802a099930 · outbound

This paper cites Common Voice: A Massively-Multilingual Speech Corpus.

Affect Models Have Weak Generalizability to Atypical Speech Common Voice: A Massively-Multilingual Speech Corpus

Reference 34

Resolution
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no resolver link, observed 2026-08-16T11:12:05.390226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:12:05.390226Z digest=sha256:a75e7d7fce0f5154806c0be1c4f1a0f23ee560dd40564a1158b6be8a617074ad

Observation 5eb0bf45-3b3c-41be-a426-9c3c296dfc77 · outbound

This paper cites V oice command audios for virtual assistant,.

Affect Models Have Weak Generalizability to Atypical Speech V oice command audios for virtual assistant,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:12:05.780422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.395049Z digest=sha256:b2d4c50c7a56267d849d7d680b901985fd42f473c4098291415f5926b1f68d2c

Observation 1f0f1d83-3107-463e-9f49-780588937729 · outbound

This paper cites Wav2vec2fabundle,.

Affect Models Have Weak Generalizability to Atypical Speech Wav2vec2fabundle,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:12:05.765999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.399552Z digest=sha256:fdc4b58a18c90790d787f4d27cf46715f753c2a2b6a12229abcc5a19b5937b52

Observation bffe80de-facc-491e-ba30-3b7f1827c574 · outbound

This paper cites emotion2vec: Self-supervised pre-training for speech emotion repre- sentation,.

Affect Models Have Weak Generalizability to Atypical Speech emotion2vec: Self-supervised pre-training for speech emotion repre- sentation,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:12:05.751302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.404015Z digest=sha256:04b800fb5febcdc361144384243103512c5203e0e43197d4d77265d5eddb9ae7

Observation 28644c78-7f46-4c0c-87ca-07d8ed1e3cce · outbound

This paper cites SpeechBrain: A General-Purpose Speech Toolkit.

Affect Models Have Weak Generalizability to Atypical Speech SpeechBrain: A General-Purpose Speech Toolkit

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-16T11:12:05.408477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:12:05.408477Z digest=sha256:c78ea8a70ba26a293768356f544a2e50c4ea4bb977995cbbe5415874ccc1138d

Observation c4505820-4114-462d-99be-267d01f5ab45 · outbound

This paper cites GPT-4o Audio,.

Affect Models Have Weak Generalizability to Atypical Speech GPT-4o Audio,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:12:05.735103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.413136Z digest=sha256:f1ab22b6dde6e8aa28dcc92be3680205882d02d7fe7b0d2c97590aa4c76d8f00

Observation afe54fb4-6b99-4e2c-96ad-20572d47418a · outbound

This paper cites Rethinking Emotion Annotations in the Era of Large Language Models.

Affect Models Have Weak Generalizability to Atypical Speech Rethinking Emotion Annotations in the Era of Large Language Models

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-08-16T11:12:05.506788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.417361Z digest=sha256:f9c6280ca87ded909b98dc77f198259eb99104f8a3c8503ee9351197a6629898

Observation 87d34a8b-89ca-4a45-a5cc-39da96744eca · outbound

This paper cites EmoBank: Studying the Impact of Annotation Perspective and Representation Format on Dimensional Emotion Analysis.

Affect Models Have Weak Generalizability to Atypical Speech EmoBank: Studying the Impact of Annotation Perspective and Representation Format on Dimensional Emotion Analysis

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-16T11:12:05.421909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:12:05.421909Z digest=sha256:966de6693ff22c8614c40febaef653a7f79afe6400137efb210ec9ba6d241ff1

Observation 55e71dd8-2261-4789-83f5-7c657c2cf56f · outbound

This paper cites Switchboard-affect: Emotion perception labels from conversational speech,.

Affect Models Have Weak Generalizability to Atypical Speech Switchboard-affect: Emotion perception labels from conversational speech,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:12:05.717482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.427625Z digest=sha256:2d9b542d416b64713ffd1a4e8e1027a304eb7b4831dda717c828840ef73f40fd

Observation 7bb865a5-9b15-480b-983a-f72584b8c0b4 · outbound

This paper cites Affect detection: An interdisciplinary review of models, methods, and their applications,.

Affect Models Have Weak Generalizability to Atypical Speech Affect detection: An interdisciplinary review of models, methods, and their applications,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:12:05.701946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.432936Z digest=sha256:d8ee30527fbf0f97b5c4d622230742f082d58148478ea6411a98db82e5b0cabc

Observation e97df76f-4d01-4bcd-b7e2-b81b7d7c2ccb · outbound

This paper cites V oice quality dimensions as interpretable primitives for speaking style for atypical speech and affect.

Affect Models Have Weak Generalizability to Atypical Speech V oice quality dimensions as interpretable primitives for speaking style for atypical speech and affect

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:12:05.687010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.437861Z digest=sha256:a408c99a3958e79d94cf4262131008dca77fce04e060126c7f927c83f1bf24d7

Observation c5db1dee-88ca-423c-9e03-5598010a83b8 · outbound

This paper cites Guidelines for assessing and minimizing risks of emotion recognition applications,.

Affect Models Have Weak Generalizability to Atypical Speech Guidelines for assessing and minimizing risks of emotion recognition applications,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:12:05.672033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.442440Z digest=sha256:7acf12b2d84f115d716e530e6cd86c3ad97db7a85734fc0daefa3d4f6dd33af9

Observation 2719d367-780d-4df2-84b8-998dcd570c82 · outbound

This paper cites ReCANV o: A database of real-world communicative and affective nonverbal vocalizations,.

Affect Models Have Weak Generalizability to Atypical Speech ReCANV o: A database of real-world communicative and affective nonverbal vocalizations,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:12:05.655387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.446755Z digest=sha256:a4809a6ce975fcb8dc46dddcf734ffac29956131fbd4845e50d14699e6037966

Observation 42d4cf89-dc66-417b-88f2-6ab1d5d1761d · outbound

This paper cites an unresolved cited work.

Affect Models Have Weak Generalizability to Atypical Speech Unresolved cited work

Reference 2024

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:12:06.081807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.269578Z digest=sha256:62ab3234e9c2efc027dd4d38ff9b11a71d40225ce9a4f023c64e368b0679729f

Pith citing papers

No inbound Pith citation observations are available.