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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 2026-08-17T06:30:58.91139+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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verified exact
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 2026-08-17T06:30:58.91139+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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raw_fallback, observed 2026-08-16T11:12:06.182779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.235942Z digest=sha256:b5fadd8491ed8a3aa855a9594c7f12248dde1569ee5bdaff19cfecabad5c2cb6

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.240485Z digest=sha256:5d3ec2e12d189783dd3abdf9128427f6c07dcedc3d9385478634559d392ac1e5

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.245067Z digest=sha256:2f1f25d52e62e07967d9b556e26514f342ce23a46d626b97a974b3bf2d36f83f

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.251141Z digest=sha256:934fa551de0d4b378a56e585d945ad352113c87a98a2cd62288669c6e695c60a

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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raw_fallback, observed 2026-08-16T11:12:06.111174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.260813Z digest=sha256:013647b08e40b7411f169792d244cec11c820562aeee14300d0fb83f81081476

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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raw_fallback, observed 2026-08-16T11:12:06.096227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.265112Z digest=sha256:9eb2aa4a860dc44d7b633a3ac47270374e1798ea4dd51e6a1b2c199c2c3e6b7d

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

Resolution
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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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.274228Z digest=sha256:804aeebc0d79e9902b80f86a0fcf87dcfff030224e903ee681cda0ec3f7e84a4

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.278923Z digest=sha256:78321fadf99a212da0713fc18c955254be9f4c55df8b0e64fdbf0881f8ae1778

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.283807Z digest=sha256:93e3653fe43bfe08d846f63d03c0734f287d9ffbe758265151bfdf9bfbb0223e

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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raw_fallback, observed 2026-08-16T11:12:06.020623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.289059Z digest=sha256:cf73695b93cfb7652401064e71385efbd69dee02048bc2d99d590a3c3484e62d

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

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.293669Z digest=sha256:4895e74e739a49d4f70862c5af4eb200ee5b7994571453b29964fe3e35c27a1c

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
verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.297718Z digest=sha256:23517c4deae5676ffc6df7d7e6dc761052cd285469013fc7ec49491a3d8aa60c

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
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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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.301844Z digest=sha256:51b44154a3d37fdb1fbcd42dc50be0746934dfb9f42188a0563c17cd1211363d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.306169Z digest=sha256:316e0133742b949d0551f4b61890a1ef9f7dd9b4d88fb7281fd154b783cbc56f

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.310458Z digest=sha256:085a5f09e8f8642138382c5aaf290063faf62e9fd747e40f42e1fbd4a8cd6cb7

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

Resolution
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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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.327954Z digest=sha256:d9a12848cb490bbcc82985c54cf7be0af8e15da3f7706b69dccbdd313312aa03

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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no resolver link, observed 2026-08-16T11:12:05.332001Z

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.342990Z digest=sha256:281eb32da927e57a26efd0305516dfb1e468b875cd33dda3c0a2571f5aa4c20b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.347147Z digest=sha256:a52f2c8efc69d453c85fcb241c3914cf8e195578c85636d4176228f054deec06

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
unresolved
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
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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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.366884Z digest=sha256:698ba4a3a5ff0de4231aae22d9b824a03579f87a6366cf4c6c304f01854c503e

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.371490Z digest=sha256:dbc13ba15662933681a1759dd6d5c9022f5d22957c68ec6774b0d82c884d8a5b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.376287Z digest=sha256:4967d00300d02864378c37f5c35996148b68125150cdfe659dca94685fd1c133

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.380693Z digest=sha256:ba3f2a2dcb8e9b9d33b61b9e6a7b0b9d14b4923045a28803daf7553324fc9963

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
unresolved
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.395049Z digest=sha256:dc0cf9804dc6407d5e174a17a624d49625c3cbf888d5b0264eccb4cca3eb7fc5

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.399552Z digest=sha256:e1981a1bb8453b9253f2229ce8279362c91a2a621183d06c284196862be48ed0

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.404015Z digest=sha256:33068ffc0859ca076c1d3269ffe8e151e31d9ed0a0aecf50c445f8566dcf32c1

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.413136Z digest=sha256:55d055842cedb0230a95435a65130a62da15a8b4f44d886b6c2bd935600b91a9

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.417361Z digest=sha256:e180f50968085c20e93fe3810d71bcf33e7baea35365c29e5170a002b44518ba

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.427625Z digest=sha256:64b3cbcf5e97463ada061fe9f443845647819f7fef6ddf973eb21b5da495c1c0

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.432936Z digest=sha256:00d745f9714470208b5a92d8d3dde7899e2cd0dcb33eaf794c933a133666d0e5

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.437861Z digest=sha256:45289466f38fce40f650542e659dbf0f43c6fecf82a6a63828887cae337e3c0d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.442440Z digest=sha256:48755a7f3074051f544811e5d9041d5fff8eecd54aa7f0105afb4cee0afd45b5

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.446755Z digest=sha256:98fd05d4f0ba898b381e4eca69c2fc5bec388c80bbe8ca6c75f53351abde46ac

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:12:05.269578Z digest=sha256:8a95dc8bb36c480d4dd37173a0049fcb80240f092667c09c5bab916fd08e0ada

Pith citing papers

No inbound Pith citation observations are available.