Paper Citation Record · LEDGER

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs

As of 9 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2607.20464.

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

pith.paper-citation-record.v1
2607.20464 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T13:48:28.236678Z

measured 24 of 24 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

24 of 24 outbound references displayed

verified exact0
verified fuzzy0
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2eaccdd5-0d97-4333-bce3-702ac2e668ec · outbound

This paper cites International Conference on Learning Representations (ICLR) , year=.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs International Conference on Learning Representations (ICLR) , year=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:25.839889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f6e8f14-1007-41e3-8212-e9ff7eb7957c · outbound

This paper cites an unresolved cited work.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:25.921151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94c0069c-2a71-4b0b-a873-2be2ec3b29ed · outbound

This paper cites an unresolved cited work.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:26.048348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4b59d61-eb5e-4123-a7a7-fd5eeb569b53 · outbound

This paper cites General Scales Unlock AI Evaluation with Explanatory and Predictive Power.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs General Scales Unlock AI Evaluation with Explanatory and Predictive Power

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:26.138339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de5aa877-8cae-432b-a423-7f38d6919ed1 · outbound

This paper cites NeurIPS Workshop on Reliable and Responsible Foundation Models , year=.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs NeurIPS Workshop on Reliable and Responsible Foundation Models , year=

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:26.235340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f57e0c0b-c4b3-4f16-872d-78aa752f10e4 · outbound

This paper cites International Conference on Machine Learning (ICML) , year=.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs International Conference on Machine Learning (ICML) , year=

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:26.351278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b41b2e80-de56-4730-b016-d41ccf36f8b4 · outbound

This paper cites Nature , year=.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Nature , year=

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:26.424856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68bf32f1-05b0-4c9b-ac6a-388b6b982281 · outbound

This paper cites International Conference on Learning Representations (ICLR) , year=.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs International Conference on Learning Representations (ICLR) , year=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:26.552765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45fdb6a7-fd99-4abe-90a9-62c0d53efc45 · outbound

This paper cites Psychometrika , volume=.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Psychometrika , volume=

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:26.632148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 293bee14-9096-4ccf-8a0d-29eaab55e8d3 · outbound

This paper cites Mathematics of the USSR-Sbornik , volume=.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Mathematics of the USSR-Sbornik , volume=

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:26.708167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb5047fa-22c0-4f16-943e-e6fe458a51d2 · outbound

This paper cites The Illusion of Stochasticity in LLMs.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs The Illusion of Stochasticity in LLMs

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:26.802954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43b7ff43-246a-43a6-afdc-660c2d664622 · outbound

This paper cites Scenario-independent Uncertainty Estimation for.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Scenario-independent Uncertainty Estimation for

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:26.905950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a629e23-880c-432c-b324-80d04e233072 · outbound

This paper cites Dropout as a.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Dropout as a

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:27.009472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45a3fa9c-ebad-4fbb-b747-0f2ecbb792ea · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year=.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Advances in Neural Information Processing Systems (NeurIPS) , year=

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:27.117132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10f4153f-9557-4bfb-89c5-7291af87a24b · outbound

This paper cites International Conference on Learning Representations (ICLR) , year=.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs International Conference on Learning Representations (ICLR) , year=

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:27.238140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f16f109f-7a46-4617-bf4f-2b860aef6412 · outbound

This paper cites Monte Carlo Temperature: a robust sampling strategy for.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Monte Carlo Temperature: a robust sampling strategy for

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:27.382835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ceb2afa2-d4df-42e9-aa67-6146d66a4a01 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Training Verifiers to Solve Math Word Problems

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:27.469801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a97c298-1fbd-46f5-a151-537f8562119f · outbound

This paper cites an unresolved cited work.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:27.604833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f05c479-81d1-422c-8b19-6e710fd33d66 · outbound

This paper cites Annals of Statistics , volume=.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Annals of Statistics , volume=

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:27.726917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4526c8aa-eaf4-4f24-8672-d55dd048d1fb · outbound

This paper cites an unresolved cited work.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:27.834394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33ea7397-af7c-43c6-91e1-1d3a7d3c035c · outbound

This paper cites Language Models (Mostly) Know What They Know.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Language Models (Mostly) Know What They Know

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:27.973808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 554a2171-f983-425c-9dba-7bd7fa0f1662 · outbound

This paper cites an unresolved cited work.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:28.087150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60b0f1c0-fb8c-4395-bb87-333fcf11cc37 · outbound

This paper cites What Uncertainties Do We Need in.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs What Uncertainties Do We Need in

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:28.142084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 492cd566-18f6-4530-9a0a-60be77f4b21d · outbound

This paper cites Machine Learning , volume=.

Stochastic Sampling is Epistemically Shallow: The Dimensionality Gap Between Temperature Variation and Model Diversity in LLMs Machine Learning , volume=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:28.236678Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.