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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 9 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 2026-08-08T06:32:00.761636+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

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T21:28:22.429241Z digest=sha256:c6c3ebc2619057a0cbb49d727d7934970725aa68f85e780fe5139f56df578261

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T21:28:22.524845Z digest=sha256:36c773442bc8493c3451e5e8a2a5c23eeea3f084a0093d707aa2230f4707263a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T21:28:22.703551Z digest=sha256:9aaa7143268136e5a59e99f3be665f2d5c6a28f7ec6e7148d537bdfd5fb821d1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T21:28:22.792096Z digest=sha256:1524a861e59a17e2233f76d4d8779aff9097647fb2417afdda6e295a92f473ee

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T21:28:22.913461Z digest=sha256:98cf50480349bd0c21e6b6f66a9f76c6a04e959acb3563b06696a14808b13e83

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T21:28:23.197522Z digest=sha256:471348e41a0377f49155bfafb273e0c1424bb8c754a316c9f80d603d1e4ba5e7

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=sha256:2e3dba011b298d5a195b861ee49794be9900aac2328726b2428640cbd5203a39

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=sha256:58128b8a5877b1b0f68085c4112a21df803cd20fa94d25074e1d632b5a409894

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T21:28:23.006036Z digest=sha256:d6521aa798739f46f6b2ab43e3b1c98fdb45c4ac17b0d423a4bec5d6e6b1518b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T21:28:22.611549Z digest=sha256:68177e5175bf576ca86a0cb817b2fd1d23fcebfbbe0a35d8698ecb29ab6d9bb3

Pith citing papers

No inbound Pith citation observations are available.