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Paper Citation Record · LEDGER

How Random is Random? Evaluating the Randomness and Humaness of LLMs' Coin Flips

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2406.00092.

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

pith.paper-citation-record.v1
2406.00092 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:44:34.321674Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T12:56:57.224899Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation bfe699db-0139-4b2d-8495-78866bd4dc75 · inbound

CapBencher: Give Your LLM Benchmark a Built-in Alarm for Test-Set Overfitting cites this paper.

CapBencher: Give Your LLM Benchmark a Built-in Alarm for Test-Set Overfitting How Random is Random? Evaluating the Randomness and Humaness of LLMs' Coin Flips

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T14:44:34.321674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:44:34.321674Z digest=sha256:0daa1128c62eb4ac54db84728f9474a225c9e33a6a02c525fbd4b2dfc9f512b5

Observation ae67e2b6-d109-4b0c-9785-b8766395eea3 · inbound

B-score: Detecting biases in large language models using response history cites this paper.

B-score: Detecting biases in large language models using response history How Random is Random? Evaluating the Randomness and Humaness of LLMs' Coin Flips

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:48.892989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:33:48.892989Z digest=sha256:c1ca875a7b174fd09154c01d4dcc5e1da2c2a5dab5e70476cacef9e2d8274aab

Observation d620471b-6b3e-4f56-8c79-5cc6f03caf19 · inbound

Flipping Against All Odds: Reducing LLM Coin Flip Bias via Verbalized Rejection Sampling cites this paper.

Flipping Against All Odds: Reducing LLM Coin Flip Bias via Verbalized Rejection Sampling How Random is Random? Evaluating the Randomness and Humaness of LLMs' Coin Flips

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-19T09:27:14.828197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-19T09:23:44.372077Z digest=sha256:23c56fe7ec517d34cd2ec28385c8aef838a4e0cf8a110570ec12f55e26eda60c

Observation d269a2e2-3670-42ea-baac-e9fb0a5e34c5 · inbound

In Search of the Ingredients of Open-Endedness: Replicating Picbreeder with Large Vision-Language Models cites this paper.

In Search of the Ingredients of Open-Endedness: Replicating Picbreeder with Large Vision-Language Models How Random is Random? Evaluating the Randomness and Humaness of LLMs' Coin Flips

Reference 37

Resolution
unresolved
no resolver link, observed 2026-07-13T15:09:20.426018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T15:09:20.426018Z digest=sha256:87ef68f66b513de52fa7249e420bb87c2be286219882f36d865d0818e5ffb5b0

Observation f626a6c7-156d-43ee-b5d8-613f86a32f9a · inbound

FLIPS: Instance-Fingerprinting for LLMs via Pseudo-random Sequences cites this paper.

FLIPS: Instance-Fingerprinting for LLMs via Pseudo-random Sequences How Random is Random? Evaluating the Randomness and Humaness of LLMs' Coin Flips

Reference 37

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T01:56:27.928520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-06-28T11:24:01.547119Z digest=sha256:9c29ec9b72706ae79e53df80fb4b27b2af6a90b0c2d775d3003eedf557774130

Observation 2d40b2f6-998b-4f4f-9d17-3a6b723eeaf2 · inbound

UnpredictaBench: A Benchmark for Evaluating Distributional Randomness in LLMs cites this paper.

UnpredictaBench: A Benchmark for Evaluating Distributional Randomness in LLMs How Random is Random? Evaluating the Randomness and Humaness of LLMs' Coin Flips

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:56:57.226416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T01:43:55.322656Z digest=sha256:230cdb241b0692a1ed276db01a91f98279867da8d429d6894b8c0d43593af4d4

Observation 7e160766-a204-4e92-b88a-d49ea938f7e5 · inbound

One Token Is Enough: Fingerprinting and Verifying Large Language Models from Single-Token Output Distributions cites this paper.

One Token Is Enough: Fingerprinting and Verifying Large Language Models from Single-Token Output Distributions How Random is Random? Evaluating the Randomness and Humaness of LLMs' Coin Flips

Reference 12

Resolution
unresolved
no resolver link, observed 2026-07-14T13:10:47.045131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T13:10:47.045131Z digest=sha256:3be34b3a8f91e641bdbe38bcc222987a320e6385ddaf2ee691a51b03806955f2