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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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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.235942Z digest=sha256:becc8f3db34dfc280c862d45a23d4979b0abd622a81218ce00a3192ee64aba2e

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=sha256:7330699dd7d70ce38c3ff6f87e04aa596980e1680d4e7f381e9d33843b4acdc7

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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raw_fallback, observed 2026-08-16T11:12:06.152123Z

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:ad4426ce64ebed600ec5ea7a9a07ab284d16256afa459ba1ae0b4de449abb77b

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:a7e2d3147bd28067647700f47050899148312f0a4f7b681a5ec2efaf5115f5d6

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=sha256:61be8e24fdeed760dedf00d9d28ca0ad305fb85339b8c5e8468400ad6013d894

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

Resolution
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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.260813Z digest=sha256:1e67ea020990b7444cfe0aa0de469ea8e526d72f6bc7afb980ade6639fc58a1a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.265112Z digest=sha256:3c2ceaa0e2cd49ca28951030ad15e1ab89d8b53c14984735f6ff4fc5663dab7d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.274228Z digest=sha256:998f8e4fe49ea80322bd204dbf11c25fbbcb9b439812977980a997ab005536db

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

Resolution
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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:af719be3243079c91622a29872333f35521dbafcc03ecbff2c0dd907f99b75a0

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

Resolution
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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=sha256:2def45e931234229cbe24368ea49addbda80d94d451a0c580cbc5f2f382be062

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.289059Z digest=sha256:36cb48ee3238f964c3d1177d2ee571e5b099033e5f50473660e2867f320c0987

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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raw_fallback, observed 2026-08-16T11:12:06.004386Z

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=sha256:7d32f851d6721506bb734cb5bece2462895924a72487a8716a7cb254b74638f1

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.297718Z digest=sha256:2aeddfb1ca5a6f1670210c1f8725c31df2424214b2767a4328f02022d3738b5a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:12:05.301844Z digest=sha256:000d2368cea3f7f854a305de996c55485d175936f8f63f82f02fdf0bb542d0c2

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:c8d6f947ffa4d52e80de1f6d155dce4b2c49e9d305ea90fbdf169dd919b49347

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:c33cd46628ca876005a36e7cd8898c373c85d305d292455a3e47651f4ed114ce

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=sha256:65d9d3f93495fe75b4b9176d4f99d41d941759a693d13fad70d2be1819a3b382

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

Resolution
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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=sha256:4afd758476dcc9b51d48e6a14092cd46873791813e810cf25f3b69210f9249ec

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:abd3c0c9f6f09c7121f8b6a9adcfb5336e667f6982b92126075cfb63a2cb5ebb

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
verified fuzzy
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=sha256:9752e9bf464e103d5fb7df327f69ebd8c4da03fbe5f900d2a4285c9c09d1263e

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:c342c1ba28f70e883f8ba90d1cbd57d6e62671f970888893bb17be3b7e1822c2

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=sha256:0484394b4f92ef7f31738028dea0e169bba9ed73fe18e50f80846593a8ffccaf

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:bfe4f2b62159ee1e0cbaf2159d407c270c4eb7c665329d3b1b00c0853c911d4e

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=sha256:88fe412010b06f2f385de6a9dd6f19f2dd78e03aca3ea9fec05278372b36e6a6

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=sha256:6dd5336a9a8f080a8dc23373e61b2651d1f48f6cde1cd4bdbc33a9b9639d83b2

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=sha256:59833df8db5012e1f31def654fd32fa438b1a9ba336b8d659f4927d59a431293

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=sha256:6d650a6ae3768dc895a8956a6a6278515f2bd11219b30917af8ee81d696bb692

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:f96fbf453295da663154403fd5048237849452fb0dba04423a2929472f780c23

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
verified fuzzy
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:b8df7835c1f13dc2cb8418cc8b3ffe0a5106802f9f2bf08d7d2067a9a6e156bf

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
verified fuzzy
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=sha256:7f9b2fd18ba217259e1c39981aa6b6e3c653d1da6b282ee459549454410b1720

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:ff2fd42f8b91d7cf15e6bc4ae62d4f2be8450c30d094d74ac071867f4ed8d9bf

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=sha256:325d685077340511a364a2a229d5852e1777f14e55cd5a7c5f639d57d2807dc9

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:e45420ced7215126ae4af6e6ae89e6b6158c2793f0d5c15b809b061013370476

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=sha256:6e822187b4812b1c42b04965cd13e401df469662b9861e93e508d7e85903ef5c

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=sha256:389b378e4acabeb43c4f9cd3206afffc79bf86c493a7f2a8d81f718b441a08a7

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:dfcfafa83044704a92edcfd1a75142de937b103f3ecdbee3148300fedcf231ee

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=sha256:4202e3734259fda5b99535e8deedc87033dc8bcc3f0b8008db5d580d0f7df3bf

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=sha256:34edb7721a4cbee44c76090fd318869390f67362af79592b4cd241409342295f

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=sha256:72643e81bc573c9f2d4fd39d0ffcdcefd6c0e57c3ff81392ece45539f343445c

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:abc2ab7110773408f88fb78a9486615e4bc7a40df8a862830067fa2ea9c0aa5e

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:d993e72f57f6369f3a7b847a959df05da544c18b9fd62f9fcddc6b4e58bf3921

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:a4419baefc3878a4df38c759cc3abca3bd6b86a8909a3b06bdd29b6e9317806a

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:b7272de6d31c072f954b0634d2fdb17ba9b5e3ecd96ef2c1bdc2cf0b41ef577b

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=sha256:15307037d26ee288ef72f0f2ec188392f1fded71c2e5b3031eee16bff5a0865c

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:ff76443db67cb3d168e1810ac8a764669619dacbcf42c988583ccec9d49a8cdc

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=sha256:20f1a4ed43eecaca140168e61def661f048b9e503006291f42759a83ade3d129

Pith citing papers

No inbound Pith citation observations are available.