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Paper Citation Record · LEDGER

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects

As of 8 August 2026, this Paper Citation Record lists 100 of 110 outbound references and 0 inbound Pith citation observations for arXiv:2509.04605.

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

pith.paper-citation-record.v1
2509.04605 v1

Coverage vector

measured 100 of 110 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T05:59:46.081581Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 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

100 of 110 outbound references displayed

  • verified exact4
  • verified fuzzy56
  • unresolved38
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7b145796-7662-486f-af4e-11ae4a404ea4 · outbound

This paper cites Irony and use-mention distinction,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Irony and use-mention distinction,

Reference 1

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Observation a28a5b1e-122f-4552-8d7b-47bd447fc9dc · outbound

This paper cites The functions of sarcastic irony in speech,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects The functions of sarcastic irony in speech,

Reference 2

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Observation 4fc902f5-2485-4651-a1aa-49e02c8ce0d8 · outbound

This paper cites Brown and S.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Brown and S

Reference 3

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Observation 6d6bef1b-f7b2-4a02-a04d-ac4a3feebe7c · outbound

This paper cites Jocularity, sarcasm, and relation- ships: An empirical study,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Jocularity, sarcasm, and relation- ships: An empirical study,

Reference 4

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Observation d182ee0f-c490-440b-a6c3-67cbac167422 · outbound

This paper cites On irony and negation,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects On irony and negation,

Reference 5

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Observation d1c8115c-6cd2-4a17-84f3-3d0703885c53 · outbound

This paper cites Exploring the process of inference generation in sar- casm: A review of normal and clinical studies,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Exploring the process of inference generation in sar- casm: A review of normal and clinical studies,

Reference 6

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Observation b07ef2cd-6340-4269-9a50-85bc2e33f310 · outbound

This paper cites Logic and conversation,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Logic and conversation,

Reference 7

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Observation 297dcdbe-4202-4cc5-8eb1-387c551b7b2a · outbound

This paper cites Test of the mention theory of irony,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Test of the mention theory of irony,

Reference 8

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Observation cb6023cf-149f-4013-ad45-c79a89362083 · outbound

This paper cites Understanding social dysfunction in the behavioural variant of frontotemporal dementia: The role of emotion and sarcasm processing,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Understanding social dysfunction in the behavioural variant of frontotemporal dementia: The role of emotion and sarcasm processing,

Reference 9

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Observation 9c5900d6-bdce-4649-9f4d-9600f3b85c2e · outbound

This paper cites Teaching children with autism to detect and respond to sarcasm,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Teaching children with autism to detect and respond to sarcasm,

Reference 10

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Observation 649a6bef-7602-4cf5-83d5-bcfe3ec819e3 · outbound

This paper cites Lower, slower, louder: V ocal cues of sarcasm,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Lower, slower, louder: V ocal cues of sarcasm,

Reference 11

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Observation 2f683ff3-0b82-479c-adb7-c9d5d2c3e7dd · outbound

This paper cites Acoustic markers of sarcasm in cantonese and english,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Acoustic markers of sarcasm in cantonese and english,

Reference 12

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Observation 3e335c34-f4fb-4452-b724-0c96849491a7 · outbound

This paper cites V oice modulations in german ironic speech,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects V oice modulations in german ironic speech,

Reference 13

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Observation 5ad7311e-c102-443c-9f57-bf326b8d87ad · outbound

This paper cites Prosodic cues of sarcastic speech in french: Slower, higher, wider,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Prosodic cues of sarcastic speech in french: Slower, higher, wider,

Reference 14

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Observation 78628bef-3734-4b97-bbcd-5c4a77862733 · outbound

This paper cites ‘yeah right’: Sarcasm recognition for spoken dialogue systems,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects ‘yeah right’: Sarcasm recognition for spoken dialogue systems,

Reference 15

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Observation 20169d3d-f31a-4e12-8bf1-e5cc99ecca82 · outbound

This paper cites ‘sure, i did the right thing’: A system for sarcasm detection in speech,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects ‘sure, i did the right thing’: A system for sarcasm detection in speech,

Reference 16

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Observation b0ea13ab-5fe4-4fd4-bd1f-189ce3ee8337 · outbound

This paper cites Automatic sarcasm detection: A survey,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Automatic sarcasm detection: A survey,

Reference 17

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Observation c916afa7-fa0c-4f54-ab3f-bae46db94881 · outbound

This paper cites Sarcasm identification in textual data: Systematic review, research challenges and open directions,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Sarcasm identification in textual data: Systematic review, research challenges and open directions,

Reference 18

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Observation 2ddd74c1-ef2e-4019-a721-332b1232847b · outbound

This paper cites Literature survey of sarcasm detection,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Literature survey of sarcasm detection,

Reference 19

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Observation e3cce73a-eef9-41be-9167-f16d948700ab · outbound

This paper cites Pre- ferred reporting items for systematic reviews and meta-analyses: The prisma statement,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Pre- ferred reporting items for systematic reviews and meta-analyses: The prisma statement,

Reference 20

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Observation ad8d84ad-f714-4fff-ae3b-caf6d1610201 · outbound

This paper cites Towards multimodal sarcasm detection (an obviously perfect paper),.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Towards multimodal sarcasm detection (an obviously perfect paper),

Reference 21

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Observation 3eea8f61-b573-4b1c-b8a1-65ce7fb0de1a · outbound

This paper cites IITKGP-SEHSC: Hindi speech corpus for emotion analysis,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects IITKGP-SEHSC: Hindi speech corpus for emotion analysis,

Reference 22

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Observation 89027dab-37fd-431a-86c6-f654a8fe204a · outbound

This paper cites Multi-modal sarcasm detection and humor classification in code-mixed conversa- tions,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Multi-modal sarcasm detection and humor classification in code-mixed conversa- tions,

Reference 23

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Observation 4a4c459a-70f8-468f-9711-44921ca70a94 · outbound

This paper cites ¡Qu´e maravilla! multimodal sarcasm detection in spanish: A dataset and a baseline,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects ¡Qu´e maravilla! multimodal sarcasm detection in spanish: A dataset and a baseline,

Reference 24

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Observation 20ee97e3-0c79-42ff-9b56-3eb29a5f7af8 · outbound

This paper cites CMMA: Benchmarking multi-affection detection in Chinese multi-modal conversations,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects CMMA: Benchmarking multi-affection detection in Chinese multi-modal conversations,

Reference 25

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Observation 995944e3-9a78-403f-8688-10d2752ff1be · outbound

This paper cites Deep learning for acous- tic irony classification in spontaneous speech,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Deep learning for acous- tic irony classification in spontaneous speech,

Reference 26

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Observation a010bee3-3b50-4b62-ac7d-fa32b578b50b · outbound

This paper cites Sentiment and emotion help sarcasm? a multi-task learning framework for multi- modal sarcasm, sentiment, and emotion analysis,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Sentiment and emotion help sarcasm? a multi-task learning framework for multi- modal sarcasm, sentiment, and emotion analysis,

Reference 27

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Observation e7c03437-a6b5-4577-acad-5c2a8f46d15e · outbound

This paper cites An emoji-aware multitask framework for multimodal sarcasm detection,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects An emoji-aware multitask framework for multimodal sarcasm detection,

Reference 28

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Source-reported events for the cited work

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Observation b8a60c1f-1a37-4df6-adb5-2e4209d2cf8b · outbound

This paper cites A multimodal corpus for emotion recognition in sarcasm,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects A multimodal corpus for emotion recognition in sarcasm,

Reference 29

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Observation 7d91f5bf-ae61-4fc4-9cba-49a073e9b32e · outbound

This paper cites MELD: A multimodal multi-party dataset for emotion recognition in conversations,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects MELD: A multimodal multi-party dataset for emotion recognition in conversations,

Reference 30

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Observation 2bc65d76-56fd-4b92-a312-2ef388bc72ba · outbound

This paper cites Which contextual and socio- cultural information predict irony perception?.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Which contextual and socio- cultural information predict irony perception?

Reference 31

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Observation aad922cc-d68d-4efb-97f8-79446cb14ce0 · outbound

This paper cites Verbal irony as implicit display of ironic environment: Distinguishing ironic utterances from nonirony,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Verbal irony as implicit display of ironic environment: Distinguishing ironic utterances from nonirony,

Reference 32

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Observation c6c93997-a0b9-449c-b7c1-f8fb0677d224 · outbound

This paper cites How about another piece of pie: The allusional pretense theory of discourse irony,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects How about another piece of pie: The allusional pretense theory of discourse irony,

Reference 33

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verified fuzzy
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Source-reported events for the cited work

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Observation dfacb933-7076-4ab4-b83d-fbd4de1e15f8 · outbound

This paper cites The exposure advantage: Early exposure to a multilingual environment promotes effective communication,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects The exposure advantage: Early exposure to a multilingual environment promotes effective communication,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.308765Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.773510Z digest=sha256:b9b17ca07f2a0cf5b1d61874219394f1da5795fb0720071e0b6f6d9e50347fb8

Observation 6a3c6a97-b103-426f-a9d0-7dd85df26ead · outbound

This paper cites Modeling incongruity between modalities for multimodal sarcasm detection,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Modeling incongruity between modalities for multimodal sarcasm detection,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.296165Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.828422Z digest=sha256:e158b3f806859a825c6ff515d56a5efb1138d9da696634d601ee2cae6696d77c

Observation d73857db-1a0b-4d4c-b540-9b695186629e · outbound

This paper cites The coding strategy for the mandarin speech conveying sarcasm in acoustic and articulatory domain,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects The coding strategy for the mandarin speech conveying sarcasm in acoustic and articulatory domain,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.282997Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.838337Z digest=sha256:87b827c8d03bbc4dbc2319988aebfc48df39ff29f9679f563e7e78c11ccd04b3

Observation 39be16ae-d94c-487f-8142-1d6b0fa8eb70 · outbound

This paper cites Detecting vocal irony,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Detecting vocal irony,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.270181Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.842031Z digest=sha256:841def6e37be2d46683bf30943ef41782a3b37fe15d3c7e68d3d89b255056df1

Observation 9a8058ec-272f-40d8-967d-e34dab314533 · outbound

This paper cites Emotional vocal expressions recognition using the cost 2102 italian database of emotional speech,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Emotional vocal expressions recognition using the cost 2102 italian database of emotional speech,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.257175Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.846144Z digest=sha256:53d5727f510b6d6a890281fa94f19bb13f6959da9f40eaf9c250fce264c7611c

Observation e7cf054b-2bfd-41ac-8cb2-79bb646e742a · outbound

This paper cites Emotion recognition in speech using machine learning techniques,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Emotion recognition in speech using machine learning techniques,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.244462Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.850092Z digest=sha256:0a148c17dee957b0b5512600fe3c24cd2f5ffae35b2c7ee6e54ae0562b2e48a3

Observation 47fb9028-60ad-4353-a190-8a874ef492e8 · outbound

This paper cites Humor knowledge enriched transformer for understanding multimodal humor,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Humor knowledge enriched transformer for understanding multimodal humor,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.231978Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.854305Z digest=sha256:ca1667178d6329cf0befe838c16237a33a662dd0ce84ae19c3f94c27b71d7bb3

Observation fee71545-7fd3-4470-a7ae-54a8265aa909 · outbound

This paper cites Measuring nominal scale agreement among many raters,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Measuring nominal scale agreement among many raters,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.219487Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.857920Z digest=sha256:8866b7faea210f92fe199e42209de93d4e0f5685a92b409fb836112e6bd65776

Observation 4d3ccfc9-aed4-484c-b146-17fc66c54d23 · outbound

This paper cites Deep cnn-based inductive trans- fer learning for sarcasm detection in speech,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Deep cnn-based inductive trans- fer learning for sarcasm detection in speech,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.206829Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.861781Z digest=sha256:4c5ac73dd016aefdce8e41c2806105d1e2a4b38222ffa6c5e5b3d32a5269c8c9

Observation 5ccd1cbd-dd9a-4a4f-b8de-53c7aa791742 · outbound

This paper cites Emotion recognition of speech,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Emotion recognition of speech,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.194164Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.865596Z digest=sha256:e7770b22858742ebf3b3e9ba6979daa8ba87efbdbd69481bdd885e13c21a7dc2

Observation 4dc14721-491c-4130-9f4b-e2149acca7cb · outbound

This paper cites Characterization of emotions using the dynamics of prosodic features,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Characterization of emotions using the dynamics of prosodic features,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.181640Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.869717Z digest=sha256:8ab0e46115dd9bed27b578f2a96815c614808c68d13d30253a77e953fc86c1bd

Observation 0a63f085-8019-4326-9dfc-776231a42426 · outbound

This paper cites Understanding sarcasm in speech using mel-frequency cepstral coefficient,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Understanding sarcasm in speech using mel-frequency cepstral coefficient,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.169068Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.873428Z digest=sha256:e9f628d13d394876c3e91de25da8ccc7b614f6c4eca38fa1206e508f38b06d55

Observation 91c8d5b9-0dbd-4c02-881b-ec3d1ed5b9e9 · outbound

This paper cites The interspeech 2013 computational paralinguistics challenge: Social signals, conflict, emotion, autism,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects The interspeech 2013 computational paralinguistics challenge: Social signals, conflict, emotion, autism,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.156462Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.877089Z digest=sha256:2a21ecda36959b56c70dc7a5ed96f16293199131b4f5483aea7d15bfa165403c

Observation da2590f0-e6d9-47fd-9062-2b0acbda5fd3 · outbound

This paper cites Multi-modal sarcasm detection based on contrastive attention mechanism,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Multi-modal sarcasm detection based on contrastive attention mechanism,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.143571Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.880664Z digest=sha256:46427a165f4b6e2282131fea1a383e47e8a1e7f9b6148420d863798fe46a517a

Observation d1f7c488-f7b9-4fca-a349-577d5461d742 · outbound

This paper cites Multimodal sarcasm detection: A deep learning approach,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Multimodal sarcasm detection: A deep learning approach,

Reference 48

Resolution
verified exact
doi, observed 2026-08-05T05:59:46.263824Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.884423Z digest=sha256:1e4ad5a5587900beb15286adf78a0190b5982a52d56eaa7c231dd919e90b25bc

Observation 83185521-3364-40e2-90fa-a31bec19cdde · outbound

This paper cites A multimodal fusion method for sarcasm detection based on late fusion,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects A multimodal fusion method for sarcasm detection based on late fusion,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.130785Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.888105Z digest=sha256:593b584575a66cd25cf17045c932e53ddaa4e34a64154e808bef36481c013caf

Observation e07794bf-4094-44cc-b53f-ce35d072e1a8 · outbound

This paper cites EFAFN: An efficient feature adaptive fusion network with facial feature for multimodal sarcasm detection,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects EFAFN: An efficient feature adaptive fusion network with facial feature for multimodal sarcasm detection,

Reference 50

Resolution
verified exact
doi, observed 2026-08-05T05:59:46.250023Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.892078Z digest=sha256:b499e720e38dcda3979aa1f3b7bbd0510ae13263ebe7d0fa98192f35e688a6c6

Observation 0c9176b9-c6c9-4fe5-8df0-6ad64aaf40ab · outbound

This paper cites Multimodal learning using optimal transport for sarcasm and humor detection,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Multimodal learning using optimal transport for sarcasm and humor detection,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.117744Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.895929Z digest=sha256:0372c0a9573a6a53d177b66c95c906637928cf305b916323d530b492fb2ebbbf

Observation 664413f9-ac4a-468d-8601-f78a05d17724 · outbound

This paper cites Multimodal sarcasm detection (MSD) in videos using deep learning models,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Multimodal sarcasm detection (MSD) in videos using deep learning models,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.104069Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.899857Z digest=sha256:e77b80ee330c8e75c2b59a92ec2c989336c56ae40793d5f1a93b9380d3ce7e75

Observation d1dcf35a-93ec-4208-94b6-988ebc5606eb · outbound

This paper cites Multi- modal sarcasm detection method using rnn and cnn,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Multi- modal sarcasm detection method using rnn and cnn,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.091089Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.903433Z digest=sha256:e83097d95700044ceda2bada070776ecb1fc7102b81eb06b4a223f4ef434a62a

Observation b7de52fc-6c20-448c-86ce-ac8b3af1e162 · outbound

This paper cites An attention-based, context-aware multimodal fusion method for sarcasm detection using inter-modality inconsistency,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects An attention-based, context-aware multimodal fusion method for sarcasm detection using inter-modality inconsistency,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.078249Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.906971Z digest=sha256:91fa71833c62980174d07f1c4374f6696e7225904e045e66c1c3b5b7de0f746e

Observation 87a106d5-344f-445b-be0d-0afb1adecebd · outbound

This paper cites A smart video analytical frame- work for sarcasm detection using novel adaptive fusion network and sarcasnet-99 model,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects A smart video analytical frame- work for sarcasm detection using novel adaptive fusion network and sarcasnet-99 model,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.065476Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.910626Z digest=sha256:4107bfeb6a90439b2714bc9856506910f4afa463b059a851a718808fe12531ea

Observation 6de28a9d-ea80-437c-ada7-36e1e3a2032d · outbound

This paper cites V oice-based sarcasm detection in kannada language,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects V oice-based sarcasm detection in kannada language,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.051907Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.914248Z digest=sha256:43569156f19e59712b087f15f0234c66f7ff6e3f404886cd7b888503168b0b94

Observation 957202cc-6309-4e0c-9744-7c3e1c4fea26 · outbound

This paper cites Sarcasm detection using cognitive features of visual data by learning model,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Sarcasm detection using cognitive features of visual data by learning model,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.037111Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.918026Z digest=sha256:3190220b7db0a29b2fd03e5728294124fd8e92ae4255f77e15f9809ddb7b9b9f

Observation 763b0e12-83cb-46a1-ab48-695dd3fd54c1 · outbound

This paper cites Cnn architectures for large-scale audio classifi- cation,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Cnn architectures for large-scale audio classifi- cation,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.024320Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.921975Z digest=sha256:c383696bab92e6f05f2f46b6011c13f7eb2efd4b332f1082eafec89f9cbed3b2

Observation d771537b-a2c6-47c1-a28c-ebd09d8b7912 · outbound

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

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects wav2vec 2.0: A framework for self-supervised learning of speech representations,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:47.010969Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.925759Z digest=sha256:a1cc08941ff781439e9e9736c15e579893139a2f10bc17b0f27b4f89902ca320

Observation 7519ac67-714e-4cef-9f11-0ec09fdaf6aa · outbound

This paper cites A multitask learning model for multimodal sarcasm, sentiment and emotion recognition in conversations,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects A multitask learning model for multimodal sarcasm, sentiment and emotion recognition in conversations,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.997944Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.929888Z digest=sha256:d872beacd357f189145eb313671167ac6f0921ce67ba0928dfa793816190a1fb

Observation 87b75242-46d9-4aa9-b8ff-f9401c60ecff · outbound

This paper cites Attention is all you need,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Attention is all you need,

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.984621Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.933588Z digest=sha256:a703ca66144c70285385d4b1bb0f6192bef86c33bb80224eb6d0a4a399fcb977

Observation 79f3bc02-9dd9-47e0-8c22-10367547033d · outbound

This paper cites Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-05T05:59:45.937237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:59:45.937237Z digest=sha256:60eb965263ba0d809f5f3b20bb6400247f4fa3b58792fa5fe762fa9c9cb09642

Observation ac5029be-b6f3-45ea-a5b4-1e3fcbc9dcff · outbound

This paper cites PRAAT, a system for doing phonetics by computer,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects PRAAT, a system for doing phonetics by computer,

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.971034Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.941644Z digest=sha256:24ce8dfd6d849ce51e13e569fe6c9896c591b5491b686de029a1d85ed2e4b1c4

Observation ba390e06-48e8-4bfd-a5a8-bf7a2551643b · outbound

This paper cites OpenSMILE: The munich versatile and fast open-source audio feature extractor,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects OpenSMILE: The munich versatile and fast open-source audio feature extractor,

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.957857Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.945385Z digest=sha256:272de14227cc41d602af11bd5b5a6a3d865bc0baa15bf8be8afb09680168c545

Observation ba70d975-c7b2-4fee-8eef-06b70309ab63 · outbound

This paper cites Librosa: Audio and music signal analysis in python,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Librosa: Audio and music signal analysis in python,

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-05T05:59:45.949008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:59:45.949008Z digest=sha256:e21f0a82a870855d3d5784bb82886dcc29b6df6b39d0a3d4307cc11ffee6a30c

Observation 81ba96a2-8d06-4312-8d1d-15a82fc2ab4d · outbound

This paper cites CO- V AREP: A collaborative voice analysis repository for speech tech- nologies,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects CO- V AREP: A collaborative voice analysis repository for speech tech- nologies,

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.944427Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.952766Z digest=sha256:be80327c36b3d79e147b394342727fdf76b951f99cb2576038e442f067615df5

Observation 4b7309ca-2c56-4dd1-be76-4952ef5ed9a8 · outbound

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

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects BERT: Pre- training of deep bidirectional transformers for language understanding,

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.930311Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.956471Z digest=sha256:5d487615cf54cf6f8f075167c14638476edf4d834676d42964f13583e8dd0de7

Observation e4c1eb02-0ac7-4b09-9df2-395d3e56864c · outbound

This paper cites A quantum probability driven frame- work for joint multi-modal sarcasm, sentiment and emotion analysis,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects A quantum probability driven frame- work for joint multi-modal sarcasm, sentiment and emotion analysis,

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.915836Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.960461Z digest=sha256:bc4dfe18f8e3f17b31baec26e7764151dbc45e63dba48bc0b1a300e50e9094cf

Observation 14ebd27a-0c94-48a3-924b-b86764fbb10d · outbound

This paper cites Learning multitask commonness and uniqueness for multimodal sarcasm detection and sentiment analysis in conversation,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Learning multitask commonness and uniqueness for multimodal sarcasm detection and sentiment analysis in conversation,

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.902535Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.964250Z digest=sha256:f6762bbc0d4785ba4e8f9a408a12b3fcbe3fd8e6aad3205cebda0e50af4c48f7

Observation 5c28d8f9-2dc6-4b4c-bc7d-abe87ad5796e · outbound

This paper cites Improving sarcasm detection from speech and text through attention-based fusion exploiting the interplay of emotions and sentiments,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Improving sarcasm detection from speech and text through attention-based fusion exploiting the interplay of emotions and sentiments,

Reference 70

Resolution
verified exact
doi, observed 2026-08-05T05:59:46.228000Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.968237Z digest=sha256:68565aedd5e5e150db450022f852a2aee4bfa9a6b48bf82b2095d3c663721b47

Observation 2019a1a2-32b4-4d84-9697-a6f8eaefc308 · outbound

This paper cites BART: Denoising sequence-to-sequence pre-training for natural language generation, translation, and comprehension,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects BART: Denoising sequence-to-sequence pre-training for natural language generation, translation, and comprehension,

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.888620Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.971947Z digest=sha256:5f57e6f0d92d1261e4eecc0e48b1381db06ef54dfe27c16d2680b357f5f9f165

Observation 153a74ea-ce9d-4966-ae98-c4e78653e136 · outbound

This paper cites Your tone speaks louder than your face! modality order infused multi-modal sarcasm detection,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Your tone speaks louder than your face! modality order infused multi-modal sarcasm detection,

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.874766Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.975543Z digest=sha256:6814b268a478ab83e54489fc224ca7ec4793c885dc9ca0edc79b96b63f58ed32

Observation 0dcf7b97-23c3-4f0d-8f1b-87372da1fe7c · outbound

This paper cites Quantum fuzzy neural network for multimodal sentiment and sarcasm detection,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Quantum fuzzy neural network for multimodal sentiment and sarcasm detection,

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.860921Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.979089Z digest=sha256:8e9cbc25d21e20e0f04e33e1afdc1fbfd63ca92000bdb23a092e39d80ac54abd

Observation 947eba8e-c399-49a8-8e55-c3a9e8cb4524 · outbound

This paper cites Deep residual learning for image recognition,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Deep residual learning for image recognition,

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-05T05:59:45.983277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:59:45.983277Z digest=sha256:c5f4238c417a4eddb16a958c5063b0efe737c33e58d78fe94ef324cd87273665

Observation 94f847cb-28c5-42a4-b40c-4e1954f49414 · outbound

This paper cites EfficientNet: Rethinking model scaling for convolutional neural networks,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects EfficientNet: Rethinking model scaling for convolutional neural networks,

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.838035Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.986936Z digest=sha256:1e81ca252d1ccba2da80380e7065ad7b3804d94bdbda00fa52d5eb67c75a3d20

Observation ba7a43a0-0b96-4fac-b4ae-7f855c14d337 · outbound

This paper cites Joint face detection and alignment using multi-task cascaded convolutional networks,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Joint face detection and alignment using multi-task cascaded convolutional networks,

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.824860Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.990778Z digest=sha256:31da1670dd8243f9800f0602be2d9e58ef07306b33ba2e62029e6ed59b8a83ae

Observation 2be434be-aba2-4c46-b560-8948367dc285 · outbound

This paper cites Openface 2.0: Facial behavior analysis toolkit,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Openface 2.0: Facial behavior analysis toolkit,

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.811629Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.994555Z digest=sha256:3337f3daf3f6a8fd23fc56d5ff0ead4a46a090015213fdc0dd064a81d77b67a5

Observation 4191a013-3c70-4f1a-9c03-a32cc4e5c308 · outbound

This paper cites Quo vadis, action recognition? a new model and the kinetics dataset,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Quo vadis, action recognition? a new model and the kinetics dataset,

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.798635Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:45.998341Z digest=sha256:cee25d2245fe5bb77fd3f1fa0b6932878152046347c328226051c2a1937ed978

Observation 64c298e5-603d-4bcd-802d-4d836518ee6d · outbound

This paper cites Multimodal markers of irony and sarcasm,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Multimodal markers of irony and sarcasm,

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.785731Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.001964Z digest=sha256:611e425e8854af3dabc97cfd6a45e9bf543a4979be6668246bb710c20c35f799

Observation 1b4e800a-7cc6-4d96-9d74-6caaf37ffc78 · outbound

This paper cites Verbal irony use in face-to-face and computer-mediated conversations,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Verbal irony use in face-to-face and computer-mediated conversations,

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.772702Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.005480Z digest=sha256:be84778f4e08ef00e609acea2f19b8f45b42e6b5158843af2d9d2f3fb0239d52

Observation 339a40bc-bb95-44f6-8dd8-761f076237a5 · outbound

This paper cites Effects of emotional intelligence on the impression of irony created by the mismatch between verbal and nonverbal cues,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Effects of emotional intelligence on the impression of irony created by the mismatch between verbal and nonverbal cues,

Reference 81

Resolution
verified exact
doi, observed 2026-08-05T05:59:46.214208Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.008988Z digest=sha256:2a2ad928e9d47308a624135a73f72049db4034c93bbbd9e69a5b175397754370

Observation e0926bf4-3b1e-438e-b05d-211f34a49947 · outbound

This paper cites Deep multimodal data fusion,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Deep multimodal data fusion,

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.757081Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.012735Z digest=sha256:b7c995e29b6e0378df46182ee8e4e9962f3d4e82ce55d32608abca88044e4ac9

Observation 8b69b9bb-e788-4352-a174-26b9a60978b3 · outbound

This paper cites an unresolved cited work.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:59:46.742336Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.016361Z digest=sha256:978fcf6cc5476049356ed7494767e8f257a2713f20c128adb9adf39876e1e8db

Observation c7c4d6f4-11b5-412c-b4e9-a35d4fd37bee · outbound

This paper cites Quantifying heterogeneity in a meta-analysis,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Quantifying heterogeneity in a meta-analysis,

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.727589Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.020366Z digest=sha256:f3c317b78aab1dd1940feabf5a158646bf2acd1c7f33b9fcfd96627a32304e20

Observation 86e173d8-4e52-44ea-b0e8-194cdacaa8a8 · outbound

This paper cites Meta-analysis in clinical trials,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Meta-analysis in clinical trials,

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.713418Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.024606Z digest=sha256:418a69251b1aa049e91d4552e6f0d003d90a6b032f6341eb1c4225a4d3f7ac7f

Observation 0da43448-9129-4408-9cc6-2311d1b2d110 · outbound

This paper cites The cost 2102 italian audio and video emotional database,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects The cost 2102 italian audio and video emotional database,

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.699599Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.028400Z digest=sha256:ff2ecd615dd89af543d54ff63a2941fa3a145854cfcd87df03da6311f793c887

Observation 27101956-18ac-4020-a02b-6d67f4ba4c08 · outbound

This paper cites Sarcasm, pretense, and the semantics/pragmatics distinc- tion,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Sarcasm, pretense, and the semantics/pragmatics distinc- tion,

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.686371Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.032217Z digest=sha256:8cb156acae29276233e2af69bf3e564db381509ef1f7036ab65c94e5d3a51334

Observation bd4b531d-ff86-4633-9208-3d60002a27ff · outbound

This paper cites WavLM: Large-scale self-supervised pre-training for full stack speech processing,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects WavLM: Large-scale self-supervised pre-training for full stack speech processing,

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.670953Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.035937Z digest=sha256:34bc4e85bbb798a944d88ffaea84098708d2f43517ed0c57e4d12fe71d854b21

Observation ba4c3bfc-57a1-4308-890f-a399a7700789 · outbound

This paper cites SpeechLM: Enhanced speech pre-training with unpaired textual data,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects SpeechLM: Enhanced speech pre-training with unpaired textual data,

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.656996Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.039617Z digest=sha256:31fef81b4864b8b5461c3c18fb14ca15ab1220835d939f34c810d6f769414c16

Observation 5cfd4790-e825-4804-981f-702941b8faa0 · outbound

This paper cites Adapting WavLM for speech emotion recognition,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Adapting WavLM for speech emotion recognition,

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.644316Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.043226Z digest=sha256:3a833f5ef4f6320fde3ec305df94e4818a9b989e4bbcc09cfa1adf472430a536

Observation 3712bdcf-106d-42eb-a7bb-6c62f4e9c2d9 · outbound

This paper cites GPT-4 Technical Report.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects GPT-4 Technical Report

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-05T05:59:46.046981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:59:46.046981Z digest=sha256:d258ad5bda7091700acf067db69c212d4f8817f9cab91f894e86dfa05ce52ac9

Observation e363d83c-1250-4b7a-836c-dc055abc6bf3 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects LLaMA: Open and Efficient Foundation Language Models

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-05T05:59:46.051401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:59:46.051401Z digest=sha256:fb0bc034cebd21c0b8e9e1af208fe5bbd7fa1d4f6a55b75e063286095bffe89b

Observation 15bd0e52-85d4-4162-9cb2-5ceb46f62b70 · outbound

This paper cites SarcasmBench: Towards Evaluating Large Language Models on Sarcasm Understanding.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects SarcasmBench: Towards Evaluating Large Language Models on Sarcasm Understanding

Reference 93

Resolution
unresolved
no resolver link, observed 2026-08-05T05:59:46.055424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:59:46.055424Z digest=sha256:eda3b4674bfb19a607be66b7d861e2058e1f324b40033888e3836d116a8cd533

Observation a6ef12ac-da3b-4b5f-9ba8-600ad5f80c7c · outbound

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

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Learning Transferable Visual Models From Natural Language Supervision

Reference 94

Resolution
unresolved
no resolver link, observed 2026-08-05T05:59:46.059253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:59:46.059253Z digest=sha256:171738477b609fffea869ccd24b56ed0cc3425df143161216ad2084d0fe3e59a

Observation 6ba6b348-45a0-42b8-9be2-7da29a59e050 · outbound

This paper cites Paraverbal expression of verbal irony: V ocal cues matter and facial cues even more,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Paraverbal expression of verbal irony: V ocal cues matter and facial cues even more,

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.630490Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.063112Z digest=sha256:c96d7df4b9070a00fb18a25326a91a2a7a6fac05c8f24c15bd38a2900e2b9779

Observation 08c7cc5c-e739-49bf-898d-b10edcd90e70 · outbound

This paper cites Tracking nonliteral language processing using audiovisual scenarios,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Tracking nonliteral language processing using audiovisual scenarios,

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.616616Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.066651Z digest=sha256:c9190cb62b242e50506e798a509648be1a80a10f338e3a81b03298c1c5ad6ef3

Observation 8fc2c1d6-f115-4d75-b1e0-098c18d6b2db · outbound

This paper cites The role of auditory and visual cues in the interpretation of mandarin ironic speech,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects The role of auditory and visual cues in the interpretation of mandarin ironic speech,

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.601636Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.070253Z digest=sha256:b42fd6eeeaa89eeda55174e23b870b9142ee2ef93d4b542fd4e2b77c3511b2dc

Observation f7670644-715d-4364-af1c-7700be8ac1ae · outbound

This paper cites Modality matters: Testing bilingual irony comprehension in the textual, auditory, and audio-visual modality,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Modality matters: Testing bilingual irony comprehension in the textual, auditory, and audio-visual modality,

Reference 98

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.588185Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.074049Z digest=sha256:896a17323e2adf95dc9d466c4b7c29dff863f36e4ef0c60234f461fa71e7f1d5

Observation 50ad3d43-38c7-4c8b-b5fb-31e51e12cdfe · outbound

This paper cites Context, facial expression and prosody in irony processing,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects Context, facial expression and prosody in irony processing,

Reference 99

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.574592Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.077691Z digest=sha256:c59f47429a6710b0b88b157234034d1cdae44bdda6668f91e5576204ff736da2

Observation 34ef15dd-9187-4d11-ba54-8f8a3e59d85b · outbound

This paper cites The sound of sarcasm,.

Spoken in Jest, Detected in Earnest: A Systematic Review of Sarcasm Recognition -- Multimodal Fusion, Challenges, and Future Prospects The sound of sarcasm,

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:46.561379Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T05:59:46.081581Z digest=sha256:3c6ae78aa396af14ff17dd7780bb1b0bbf257e7b80369ee0fd02742029e4b9a7

Pith citing papers

No inbound Pith citation observations are available.