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Paper Citation Record · LEDGER

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities

As of 10 August 2026, this Paper Citation Record lists 100 of 184 outbound references and 2 inbound Pith citation observations for arXiv:2502.06803.

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

pith.paper-citation-record.v1
2502.06803 v1

Coverage vector

measured 100 of 184 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T18:23:41.714421Z

measured 102 of 102 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T08:11:31.181704Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T08:12:30.202393Z

Reference resolution

100 of 184 outbound references displayed

  • verified exact0
  • verified fuzzy0
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  • parse uncertain0
  • malformed identifier0
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External citation measurements

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Outbound references

Observation beda2922-13e8-45ce-a1ab-3e6fe622ea6c · outbound

This paper cites Recognizing action units for facial expression analysis.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Recognizing action units for facial expression analysis

Reference 1

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Observation 4d404500-c273-4822-a83d-aace464d3b28 · outbound

This paper cites Face validity.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Face validity

Reference 2

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Observation 4c77b3b7-1aa5-45d6-8399-a8ba6e0691d8 · outbound

This paper cites The expression of the emotions in man and animals.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities The expression of the emotions in man and animals

Reference 3

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Observation 854aa87f-c81b-40c0-829c-715679f6529c · outbound

This paper cites Constants across cultures in the face and emotion.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Constants across cultures in the face and emotion

Reference 4

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Observation 9bfc6b87-b753-4aa4-9f46-ebc8d930a338 · outbound

This paper cites Strong evidence for universals in facial expressions: A reply to russell’s mistaken critique.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Strong evidence for universals in facial expressions: A reply to russell’s mistaken critique

Reference 5

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Observation 26a0f0a8-3a64-40b1-b66b-1cad15958af3 · outbound

This paper cites Einfochips.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Einfochips

Reference 6

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Observation 34950c73-5c95-45bf-bf78-dd2f02f9e7c6 · outbound

This paper cites Elevate AI.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Elevate AI

Reference 7

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Observation 8433dcde-65b4-4630-aa39-071b50cc9fc5 · outbound

This paper cites Facial expression recognition of emotional situations in mild and moderate alzheimer’s disease.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Facial expression recognition of emotional situations in mild and moderate alzheimer’s disease

Reference 8

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Observation 75f3db6d-542e-48c7-a9b8-bb26f2c0d193 · outbound

This paper cites Mental states and personality based on real-time physical activity and facial expression recognition.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Mental states and personality based on real-time physical activity and facial expression recognition

Reference 9

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Observation c8e50d2e-8b97-4967-9aa8-9b9a0388d4cf · outbound

This paper cites Using a social robot to evaluate facial expressions in the wild.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Using a social robot to evaluate facial expressions in the wild

Reference 10

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Observation 14ea9be0-3df6-4ee0-8e9f-6b3684b44064 · outbound

This paper cites Classroom teaching evaluation based on facial expression recognition.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Classroom teaching evaluation based on facial expression recognition

Reference 11

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Observation 9b3994ca-7d84-41b2-985d-1ffb251525ea · outbound

This paper cites Driver fatigue detection based on deeply-learned facial expression representation.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Driver fatigue detection based on deeply-learned facial expression representation

Reference 12

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Observation 2fc86798-e12a-4a6a-b8a3-7eaff4d2a43d · outbound

This paper cites An accurate facial expression detector using multi- landmarks selection and local transform features.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities An accurate facial expression detector using multi- landmarks selection and local transform features

Reference 13

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Observation a8f2704d-bce0-4f78-bc38-e3625287de71 · outbound

This paper cites Societies becoming the same: Visual representation of the individual via the faceapp: Application.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Societies becoming the same: Visual representation of the individual via the faceapp: Application

Reference 14

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Observation 35a7923c-1d0e-4b26-9c8d-27bc61a2dbf3 · outbound

This paper cites Is there an app for that? a review of popular apps for depression, anxiety, and well-being.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Is there an app for that? a review of popular apps for depression, anxiety, and well-being

Reference 15

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Observation 8c321925-e301-4201-a618-fab2160c1d77 · outbound

This paper cites Evaluating the therapeutic alliance with a free-text cbt conversational agent (wysa): a mixed-methods study.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Evaluating the therapeutic alliance with a free-text cbt conversational agent (wysa): a mixed-methods study

Reference 16

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Observation 4df85d99-fc39-49a7-a5e8-1eb260bd6286 · outbound

This paper cites Rashmi Adyapady and B.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Rashmi Adyapady and B

Reference 17

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Observation e72b6059-ac68-4d62-8ee3-54285f14876d · outbound

This paper cites A survey of textual emotion recognition and its challenges.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities A survey of textual emotion recognition and its challenges

Reference 18

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Observation 01c4fde6-2130-4465-bccd-95673480c42c · outbound

This paper cites Speech emotion recognition: a comprehensive survey.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Speech emotion recognition: a comprehensive survey

Reference 19

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Observation 28059e98-a5dc-4817-b3d3-ee7e579d24b9 · outbound

This paper cites A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT

Reference 20

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Observation 9f0613dd-65fa-4ebf-a00c-b8dae0dbbcda · outbound

This paper cites A comprehensive survey and analysis of generative models in machine learning.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities A comprehensive survey and analysis of generative models in machine learning

Reference 21

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Observation 79652fa7-6f57-483a-8ba2-5f17a5b60395 · outbound

This paper cites Deep facial expression recognition: A survey.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Deep facial expression recognition: A survey

Reference 22

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Observation 4139ea0a-a966-4dc3-8f2c-fa2c72787b57 · outbound

This paper cites Estimation of continuous valence and arousal levels from faces in naturalistic conditions.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Estimation of continuous valence and arousal levels from faces in naturalistic conditions

Reference 23

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Observation 57232e12-81d5-4da9-bd0c-120586528c50 · outbound

This paper cites Training and profiling a pediatric facial expression classifier for children on mobile devices: machine learning study.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Training and profiling a pediatric facial expression classifier for children on mobile devices: machine learning study

Reference 24

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Observation 44cc974e-8483-4a77-a5a7-b85da8357097 · outbound

This paper cites Effects of digital avatar on perceived social presence and co-presence in business meetings between the managers and their co-workers.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Effects of digital avatar on perceived social presence and co-presence in business meetings between the managers and their co-workers

Reference 25

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Observation 1fabcdd8-c19c-4c31-831d-ec34cec902cb · outbound

This paper cites i’m here for you.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities i’m here for you

Reference 26

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Observation 97db5e8e-fb3e-4107-8df0-fbebd23dca5f · outbound

This paper cites CharacterAI.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities CharacterAI

Reference 27

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Observation de55a1f6-de86-4b3e-bf8e-d1429fe28dee · outbound

This paper cites GPT-4 Technical Report.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities GPT-4 Technical Report

Reference 28

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Observation 4541089c-8925-4961-a49d-c390ac7e8b27 · outbound

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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work

Reference 29

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Observation 9553a62c-7380-4078-b6f0-5031976fc03d · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Gemini: A Family of Highly Capable Multimodal Models

Reference 30

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Observation d5f6b060-ac27-41cf-94c4-573a0c210998 · outbound

This paper cites an unresolved cited work.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work

Reference 31

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Observation 3656b937-5f65-4070-80fd-e038aaf05297 · outbound

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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Gradient-based learning applied to document recognition

Reference 32

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Observation a9b81b1a-e776-4c47-9861-7667a59c9dc4 · outbound

This paper cites Gonzalez and Richard E.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Gonzalez and Richard E

Reference 33

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Observation e7dd79f4-b162-4a71-adda-11f35d97e8e0 · outbound

This paper cites an unresolved cited work.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work

Reference 34

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Observation 9f26eb2b-336e-4073-b59c-328798238bcd · outbound

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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Pizer, E

Reference 35

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Observation 5aa3c4df-7663-40b3-8e9c-b478b03976fc · outbound

This paper cites Khoshgoftaar.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Khoshgoftaar

Reference 36

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Observation 9feb12bd-59af-40ea-a4b5-88ae0334df8a · outbound

This paper cites Rapid object detection using a boosted cascade of simple features.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Rapid object detection using a boosted cascade of simple features

Reference 37

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Observation bb8f1197-32bc-4d7c-b39d-78317d946c5a · outbound

This paper cites Facial landmark detection by deep multi-task learning.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Facial landmark detection by deep multi-task learning

Reference 38

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Observation a3fd1309-53a1-4bef-95b3-ed1997f78f91 · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Very Deep Convolutional Networks for Large-Scale Image Recognition

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Observation bc8c95f3-b464-4eb5-865c-c74b6727a660 · outbound

This paper cites Deep residual learning for image recognition.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Deep residual learning for image recognition

Reference 40

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Observation 410bdee7-fbe6-487a-967a-9244a3923e09 · outbound

This paper cites MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications

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Observation eb3aa6f7-cc27-4e1f-8a4a-684889fe27ae · outbound

This paper cites Bovik, Hamid R.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Bovik, Hamid R

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Observation a87e8697-40be-45b3-839d-7e81e6fa351c · outbound

This paper cites an unresolved cited work.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work

Reference 43

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Observation de65084c-b8de-49cb-bd54-e81938b9f2bc · outbound

This paper cites Lim and Alan V.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Lim and Alan V

Reference 44

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Observation ba7a4d74-3f90-476e-93d4-a604841f81fc · outbound

This paper cites an unresolved cited work.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work

Reference 45

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Observation a6fe2de6-afb4-4f1d-8890-e503a8c1519e · outbound

This paper cites Fundamentals of Speech Recognition.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Fundamentals of Speech Recognition

Reference 46

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Observation b90190be-6ada-42d8-99f8-89521a13e073 · outbound

This paper cites Rabiner and Myron R.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Rabiner and Myron R

Reference 47

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Observation 2dc9be43-436b-4e7f-b9d5-68d469c57bdb · outbound

This paper cites Sadjadi and John H.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Sadjadi and John H

Reference 48

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Observation 6890787d-148e-41a5-8272-379da1c42da7 · outbound

This paper cites Davis and Paul Mermelstein.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Davis and Paul Mermelstein

Reference 49

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Observation 3f204197-4e38-4a79-a5a6-123a0598c955 · outbound

This paper cites Linear prediction: A tutorial review.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Linear prediction: A tutorial review

Reference 50

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Observation 7cf073b0-1036-46e3-bfe3-c8a408114baa · outbound

This paper cites Accurate short-term analysis of the fundamental frequency and the harmonics-to-noise ratio of a sampled sound.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Accurate short-term analysis of the fundamental frequency and the harmonics-to-noise ratio of a sampled sound

Reference 51

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Observation a160825d-d286-4ce5-b55f-31812fa77f6b · outbound

This paper cites Crochiere and Lawrence R.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Crochiere and Lawrence R

Reference 52

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Observation 295810fb-5aff-47e8-9e3d-ad01aea2da54 · outbound

This paper cites Speech dereverberation.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Speech dereverberation

Reference 53

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source=pdf_text observed=2026-08-09T18:23:41.094272Z digest=sha256:a632e5b20326e158e34b0e58d9ff369f452b8ff0caea0505108c77919479fe28

Observation eab26263-1072-477a-9459-7864844d89fe · outbound

This paper cites Speech enhancement using vector quantization and a formant distance measure.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Speech enhancement using vector quantization and a formant distance measure

Reference 54

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Observation dd083f21-c3cb-4d75-a59b-a5df5544f54c · outbound

This paper cites Frame blocking and windowing speech signal.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Frame blocking and windowing speech signal

Reference 55

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Observation 672bb539-247f-4f95-947e-e1d44f1f818f · outbound

This paper cites A recursive feature vector normalization approach for robust speech recognition in noise.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities A recursive feature vector normalization approach for robust speech recognition in noise

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Observation b66930f4-7859-4192-9526-cbc0f876d261 · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Efficient Estimation of Word Representations in Vector Space

Reference 57

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Observation bc60aa5a-92ec-4a17-9b63-fa1edaa80b51 · outbound

This paper cites Manning, Prabhakar Raghavan, and Hinrich Schütze.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Manning, Prabhakar Raghavan, and Hinrich Schütze

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Observation efc139ac-36e1-4833-a546-ed3948bfd02a · outbound

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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work

Reference 59

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Observation 6c1d1d82-8a7d-45b1-906b-ca2295f96227 · outbound

This paper cites Natural Language Processing with Python.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Natural Language Processing with Python

Reference 60

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Observation 58d02215-2b4d-4d21-a39c-8013d568284c · outbound

This paper cites Ghosh and D.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Ghosh and D

Reference 61

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Observation 8bac9a3f-d202-4ff8-9129-a57f2bcaeb17 · outbound

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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work

Reference 62

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Observation bf718b1a-a1dc-4283-97b7-ed3a8c315868 · outbound

This paper cites Neural Network Methods for Natural Language Processing.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Neural Network Methods for Natural Language Processing

Reference 63

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Observation 49324b47-44c9-44e9-a647-308b6751d46b · outbound

This paper cites Corrado, and Jeffrey Dean.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Corrado, and Jeffrey Dean

Reference 64

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Observation 7d3746a9-d25d-4817-82bd-3c00cee4174d · outbound

This paper cites Deep pyramid convolutional neural networks for text categorization.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Deep pyramid convolutional neural networks for text categorization

Reference 65

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Observation 5b2e7366-14c3-4faa-88fa-17c30b7c5428 · outbound

This paper cites EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks

Reference 66

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Observation 1855cf87-b441-4746-9923-4430884ecaac · outbound

This paper cites The interspeech 2010 paralinguistic challenge.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities The interspeech 2010 paralinguistic challenge

Reference 67

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Observation 80eac8f9-f74e-48b1-9da2-79862b050766 · outbound

This paper cites Deep learning.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Deep learning

Reference 68

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Observation 04173aa1-7299-4248-b25f-f62cd75dc63d · outbound

This paper cites Littlewort, J.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Littlewort, J

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Observation e23c17b4-2e1b-46ae-b4ed-ae1f5b648490 · outbound

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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work

Reference 70

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Observation 90ab65f3-0105-4706-9701-56c4fe264ae5 · outbound

This paper cites an unresolved cited work.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work

Reference 71

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Observation 7981a0a5-11dd-4d1e-a25f-4af1ddd7fbb5 · outbound

This paper cites Challenges in representation learning: A report on three machine learning contests.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Challenges in representation learning: A report on three machine learning contests

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source=pdf_text observed=2026-08-09T18:23:41.152674Z digest=sha256:ff19bb707ce4280bf1954ef997924c085f8c70b7c9b2f3ce448ef760e78487fd

Observation cd0e0dd2-9314-4834-89b5-2e3746770cf1 · outbound

This paper cites Emoca: Emotion driven monocular face capture and animation.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Emoca: Emotion driven monocular face capture and animation

Reference 73

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source=pdf_text observed=2026-08-09T18:23:41.156237Z digest=sha256:2aacc93430c03349bcd9fc89a5474ed2fb5d4aeaeb0479ce5c598abdc135a7e6

Observation 29e19bf9-42c5-453a-aca5-03423984fd44 · outbound

This paper cites Abaw: Valence-arousal estimation, expression recognition, action unit detection & emotional reaction intensity estimation challenges, 2023.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Abaw: Valence-arousal estimation, expression recognition, action unit detection & emotional reaction intensity estimation challenges, 2023

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Observation 052d4904-f9d5-454e-a894-4a8fd74dd5ed · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Learning Transferable Visual Models From Natural Language Supervision

Reference 75

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source=pdf_text observed=2026-08-09T18:23:41.162678Z digest=sha256:9cd28ffed0aaf1c39106348fdbe191cee40b639f2c4ceb8fd261953581a2de49

Observation 01de7f38-3907-49f1-b182-c983e09764a2 · outbound

This paper cites Prompting Visual-Language Models for Dynamic Facial Expression Recognition.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Prompting Visual-Language Models for Dynamic Facial Expression Recognition

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source=pdf_text observed=2026-08-09T18:23:41.166617Z digest=sha256:ccdbc8adb69d508c87e71d1c1572817d67e1ed70d057eee60e69a1d385778517

Observation 6b216eac-4801-4466-9e65-557584990cbf · outbound

This paper cites Patch attention convolutional vision transformer for facial expression recognition with occlusion.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Patch attention convolutional vision transformer for facial expression recognition with occlusion

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source=pdf_text observed=2026-08-09T18:23:41.183654Z digest=sha256:e14d69e6d7ddb89003ded2397deb644c21b028b485296619881276ade4e673df

Observation 3ce8a503-84fe-4f5f-a0ac-c366947dcf86 · outbound

This paper cites Poster++: A simpler and stronger facial expression recognition network.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Poster++: A simpler and stronger facial expression recognition network

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source=pdf_text observed=2026-08-09T18:23:41.211644Z digest=sha256:bffc37df39877b0dd2268e738fe334772fbd21bcb68122cb34787be4024f1c8c

Observation 1a25d5fa-20f5-49e7-a8c1-58bf90d87a2f · outbound

This paper cites Enhanced spatial-temporal learning network for dynamic facial expression recognition.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Enhanced spatial-temporal learning network for dynamic facial expression recognition

Reference 79

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Observation e5b11c65-2706-409c-89be-a40a45f85af2 · outbound

This paper cites Towards accurate marker-less 3D facial performance capture.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Towards accurate marker-less 3D facial performance capture

Reference 80

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Observation d40e65d1-dd69-4720-88de-2f3b381eec21 · outbound

This paper cites Speech emotion classification using attention-based lstm, 2023.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Speech emotion classification using attention-based lstm, 2023

Reference 81

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source=pdf_text observed=2026-08-09T18:23:41.363513Z digest=sha256:6eec56953441a492246fe551773f143d95ded75db7c57a11771ef98c32191fcb

Observation 7940ad25-1cc8-4163-a7a1-518667aea96f · outbound

This paper cites Hidden markov model-based speech emotion recognition.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Hidden markov model-based speech emotion recognition

Reference 82

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source=pdf_text observed=2026-08-09T18:23:41.410469Z digest=sha256:eef943a17d4562b8bbfed8af71cbed247fd77291e55cb143aa1b1316dfa93509

Observation a3a0327e-03b0-4d00-afc4-87a49aaa87a6 · outbound

This paper cites an unresolved cited work.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work

Reference 83

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source=pdf_text observed=2026-08-09T18:23:41.440740Z digest=sha256:83d2620e3c2f38850a01af633d7859f94c063819aed4c220f246b4fe36a0d239

Observation 9556a759-fc9e-499e-bd63-37ff111ce7ec · outbound

This paper cites Exploiting emotion-semantic correlations for empathetic response generation.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Exploiting emotion-semantic correlations for empathetic response generation

Reference 84

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source=pdf_text observed=2026-08-09T18:23:41.467892Z digest=sha256:13295b6b1bfe870174f987a7b868c81c595286badabaff968048a246634f120d

Observation ddd42921-95c9-405d-bfb0-f3001f91fd1a · outbound

This paper cites Speech emotion recognition using deep convolutional neural networks improved by the fast continuous wavelet transform.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Speech emotion recognition using deep convolutional neural networks improved by the fast continuous wavelet transform

Reference 85

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source=pdf_text observed=2026-08-09T18:23:41.493970Z digest=sha256:23e2fc297bbb4acf49aaa4849312613417ce09ac6595b0ea978bfea5504dea0a

Observation 4f2d4349-f21c-4a31-adba-14f1bd126131 · outbound

This paper cites A bert based dual-channel explainable text emotion recognition system.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities A bert based dual-channel explainable text emotion recognition system

Reference 86

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source=pdf_text observed=2026-08-09T18:23:41.561065Z digest=sha256:ca12bb4b9ee30b673d3ca6a1d35568dae5654c6de1010900dad080fd5b9fe293

Observation 1f71185e-17ac-437e-bf54-892ee65b78e6 · outbound

This paper cites an unresolved cited work.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work

Reference 87

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source=pdf_text observed=2026-08-09T18:23:41.636295Z digest=sha256:0fafbd71d506d3e87d9166645ace0b7d83bccc820b4e63372c9d33ac84e8aa42

Observation e67d691e-fda9-45a9-9917-a0a191cf0cd4 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 88

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source=pdf_text observed=2026-08-09T18:23:41.674173Z digest=sha256:007401fcb297a29b927a79c00a3f8942b8971b4b84975850a1620d824fa3fd32

Observation 754541b2-f5db-4e16-af69-5650d8abb5dd · outbound

This paper cites Attention is all you need.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Attention is all you need

Reference 89

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source=pdf_text observed=2026-08-09T18:23:41.677571Z digest=sha256:e954960de542470ccb083ed6c25dbeaf2fffb3a74bd694aac37bb00689b3e4e4

Observation ffc7c910-bba9-4255-a36b-0f23c457a73b · outbound

This paper cites Srl4e-semantic role labeling for emotions: A unified evaluation framework, 2022.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Srl4e-semantic role labeling for emotions: A unified evaluation framework, 2022

Reference 90

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source=pdf_text observed=2026-08-09T18:23:41.680344Z digest=sha256:fc45e33e7ec197b8d3f9ad45b0bad386989d796d5e9be2183db78547786fec2a

Observation bd2ad9e4-b1b3-4b89-b787-b691c96fe545 · outbound

This paper cites Clarin-emo: Training emotion recognition models using human annotation and chatgpt.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Clarin-emo: Training emotion recognition models using human annotation and chatgpt

Reference 91

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source=pdf_text observed=2026-08-09T18:23:41.684202Z digest=sha256:73aeed1d30fd3ea48adc37905eec87a514042796419f311fc8247f3680af86ba

Observation 28da0495-4efa-4207-b111-27a3bed231af · outbound

This paper cites Xlm-emo: Multilingual emotion prediction in social media text.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Xlm-emo: Multilingual emotion prediction in social media text

Reference 92

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source=pdf_text observed=2026-08-09T18:23:41.688305Z digest=sha256:0210952b3f6103737f824c054fc4b46d9ad7e6770aa15b367d2c94d9da1dd2d0

Observation e0cfb7cb-50c9-45da-9ffc-f5c3a74aa50e · outbound

This paper cites Dual attention networks for multimodal reasoning and matching.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Dual attention networks for multimodal reasoning and matching

Reference 93

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source=pdf_text observed=2026-08-09T18:23:41.691864Z digest=sha256:3e294365017d96dfb6038371ffbb31da9ca33ff80d2a0b1813039f2ddd1f8ef2

Observation b229e58b-49da-4d56-bfdf-db040ada4690 · outbound

This paper cites Acoustic emotion recognition: A benchmark comparison of performances.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Acoustic emotion recognition: A benchmark comparison of performances

Reference 94

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source=pdf_text observed=2026-08-09T18:23:41.694678Z digest=sha256:6ed885e0c8f90c64a1e610fc40ac31264c981e28fd4fa48b9b5c3365dee3b59c

Observation b438dfff-20e8-434e-bfb8-0b4a0c033a87 · outbound

This paper cites an unresolved cited work.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work

Reference 95

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source=pdf_text observed=2026-08-09T18:23:41.697634Z digest=sha256:eec89a778e4ea327776768c9cb0f81df165922859f0e35aefeca33c9a9d71546

Observation 702377d2-782a-44f3-ad11-970edb047835 · outbound

This paper cites A review of deepfakes and an analysis of detection methods.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities A review of deepfakes and an analysis of detection methods

Reference 96

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source=pdf_text observed=2026-08-09T18:23:41.700291Z digest=sha256:f22520dc4389f2c1dc4075dfd554b0f1190c7ba04c6cbe7892466091ac66fec0

Observation 08189a9d-442e-4979-91d3-05d34131f8db · outbound

This paper cites The DeepFake Detection Challenge (DFDC) Dataset.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities The DeepFake Detection Challenge (DFDC) Dataset

Reference 97

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source=pdf_text observed=2026-08-09T18:23:41.703667Z digest=sha256:faff670f393237eb67b22fc21cd4853527c57b0bfe2fd837264fd98ce877f078

Observation 209d125a-94f7-4ecf-bdd4-31cd7df58480 · outbound

This paper cites Deep Learning, volume 1.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Deep Learning, volume 1

Reference 98

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source=pdf_text observed=2026-08-09T18:23:41.707351Z digest=sha256:3a430ec81e35c35245eb2b0e05ed9768178291083576fa7f246ba4f6a4e7bb2c

Observation 1bc4b772-29ea-4f0f-8bbc-5ef1ac8f621e · outbound

This paper cites Emo: Emote portrait alive – generating expressive portrait videos with audio2video diffusion model under weak conditions.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Emo: Emote portrait alive – generating expressive portrait videos with audio2video diffusion model under weak conditions

Reference 99

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source=pdf_text observed=2026-08-09T18:23:41.711296Z digest=sha256:aa281be77f33215d6b582762bd6a9aaffab0169d2559de65dab8f53730c5f0f7

Observation 4a1816d2-975b-4c6b-8792-99c9bccd8187 · outbound

This paper cites Instagram.

Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Instagram

Reference 100

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source=pdf_text observed=2026-08-09T18:23:41.714421Z digest=sha256:a0d4489205590b5afbe679912745109ec556e222ed70d52c0e2947585aab01e6

Pith citing papers

Observation 1a54abac-f623-462e-9b15-1e36e99bd431 · inbound

Intelligent Agents with Emotional Intelligence: Current Trends, Challenges, and Future Prospects cites this paper.

Intelligent Agents with Emotional Intelligence: Current Trends, Challenges, and Future Prospects Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities

Reference 15

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arxiv_id, observed 2026-05-18T08:12:30.205659Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-18T08:11:31.181704Z digest=sha256:6b98a1a58afc4aa354be7c81fed021b327d7082dad60147f750e026b8f800b27

Observation acd11eed-2e23-44ab-b44a-6ff090f87681 · inbound

Toward using Speech to Sense Student Emotion in Remote Learning Environments cites this paper.

Toward using Speech to Sense Student Emotion in Remote Learning Environments Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities

Reference 17

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arxiv_id, observed 2026-05-11T09:31:04.445450Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T15:58:53.767679Z digest=sha256:7f32c3cb8f9134ecaa8095f32d5d62c17fc586c577b8f6c60ec7231bda51e421