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Paper Citation Record · LEDGER

Silicon Minds versus Human Hearts: The Wisdom of Crowds Beats the Wisdom of AI in Emotion Recognition

As of 18 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 0 inbound Pith citation observations for arXiv:2508.08830.

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

pith.paper-citation-record.v1
2508.08830 v1

Coverage vector

measured 10 of 10 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:28:23.284835Z

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

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

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

10 of 10 outbound references displayed

  • verified exact1
  • verified fuzzy4
  • unresolved3
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b948491e-4d18-4ffc-8b70-eacbe4efbb11 · outbound

This paper cites wisdom of crowds.

Silicon Minds versus Human Hearts: The Wisdom of Crowds Beats the Wisdom of AI in Emotion Recognition wisdom of crowds

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:28:25.814756Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T21:28:22.429241Z digest=sha256:7df9c3c7d823bd42c3237e0ab84d3373f0431aa7d473cbca4a374514d814b4b6

Observation de79490c-1254-46a3-ac86-34d2e28eddfe · outbound

This paper cites Please pick the best possible answer that describes the emotion or mental state the person is experiencing from the following options.

Silicon Minds versus Human Hearts: The Wisdom of Crowds Beats the Wisdom of AI in Emotion Recognition Please pick the best possible answer that describes the emotion or mental state the person is experiencing from the following options

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:28:25.456970Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T21:28:22.524845Z digest=sha256:9aa0bb429b216df6b910edbf8cc5a38a17a340ce91eb7ef6914ed194a56d3232

Observation 5170e71e-003e-4d02-a530-59bdb8ff995a · outbound

This paper cites wisdom of crowds.

Silicon Minds versus Human Hearts: The Wisdom of Crowds Beats the Wisdom of AI in Emotion Recognition wisdom of crowds

Reference 3

Resolution
malformed identifier
raw_fallback, observed 2026-08-05T21:28:24.774871Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T21:28:22.703551Z digest=sha256:e15875f193a55b22432a7f7ac487ae25a737017199f468b7103527f652a93d75

Observation 57fed57a-39cf-4b7a-8944-47b85202c081 · outbound

This paper cites an unresolved cited work.

Silicon Minds versus Human Hearts: The Wisdom of Crowds Beats the Wisdom of AI in Emotion Recognition Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:28:24.436057Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T21:28:22.792096Z digest=sha256:1338d656d5de40f12162df18ab4c576a80fa84d5665e986bc2706c7c61694516

Observation eba58627-de7c-425a-8252-12fe00129c2d · outbound

This paper cites Does the Whole Exceed Its Parts? The Effect of AI Explanations on Complementary Team Performance.

Silicon Minds versus Human Hearts: The Wisdom of Crowds Beats the Wisdom of AI in Emotion Recognition Does the Whole Exceed Its Parts? The Effect of AI Explanations on Complementary Team Performance

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:28:24.137753Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T21:28:22.913461Z digest=sha256:d0d6bf3478c3abe69cbf8a4659b74ad5e761755e7fd044875c3dd66f5436fad7

Observation f3307603-9bd8-429a-86cf-063f434b7658 · outbound

This paper cites How Do We Evaluate Facial Emotion Recognition?.

Silicon Minds versus Human Hearts: The Wisdom of Crowds Beats the Wisdom of AI in Emotion Recognition How Do We Evaluate Facial Emotion Recognition?

Reference 32

Resolution
verified exact
doi, observed 2026-08-05T21:28:23.516186Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T21:28:23.197522Z digest=sha256:2798db17ea3f2b77a50dcc661d6959390bff60fec2a101bd97c963a8de5cb02f

Observation 1c7f5032-8e73-4dfd-b830-6a92e3a5c68f · outbound

This paper cites Understanding the Capabilities, Limitations, and Societal Impact of Large Language Models.

Silicon Minds versus Human Hearts: The Wisdom of Crowds Beats the Wisdom of AI in Emotion Recognition Understanding the Capabilities, Limitations, and Societal Impact of Large Language Models

Reference 95

Resolution
unresolved
no resolver link, observed 2026-08-05T21:28:23.284835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:28:23.284835Z digest=sha256:85f8e45877d047340c6c78fc4827d403e1c4bdf78d885cf2679076fc1b99a044

Observation 7ff4043a-cba3-4ec3-bf24-b10de5046944 · outbound

This paper cites Emotional Intelligence and Social Interaction.

Silicon Minds versus Human Hearts: The Wisdom of Crowds Beats the Wisdom of AI in Emotion Recognition Emotional Intelligence and Social Interaction

Reference 2004

Resolution
unresolved
no resolver link, observed 2026-08-05T21:28:23.100593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:28:23.100593Z digest=sha256:c127c599f85e6af87d8d57cf1175f18430d9687b6f0e0067af33ce857c2422b7

Observation cfb10988-9893-4f93-bfbe-6cd9fe2187a0 · outbound

This paper cites Language Models Are Few-Shot Learners.

Silicon Minds versus Human Hearts: The Wisdom of Crowds Beats the Wisdom of AI in Emotion Recognition Language Models Are Few-Shot Learners

Reference 2020

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T21:28:23.947630Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T21:28:23.006036Z digest=sha256:529e5a83efdf8356409945800a6c8851502020b4048d49f1bcf2153a98a7d1ac

Observation 1d32a8f0-052d-424e-873c-4c1688562a6d · outbound

This paper cites To account for the uneven sample sizes, we used mixed-effects models that adjust through partial pooling, allowing flexible group-size handling (Pinheiro and Bates, 2000).

Silicon Minds versus Human Hearts: The Wisdom of Crowds Beats the Wisdom of AI in Emotion Recognition To account for the uneven sample sizes, we used mixed-effects models that adjust through partial pooling, allowing flexible group-size handling (Pinheiro and Bates, 2000)

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:28:25.124747Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T21:28:22.611549Z digest=sha256:dee99d52ecc4c86211963d868403ce653803954970a1d6050e6a8e4519930967

Pith citing papers

No inbound Pith citation observations are available.