Pith. sign in

Paper Citation Record · LEDGER

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models

As of 4 August 2026, this Paper Citation Record lists 100 of 129 outbound references and 0 inbound Pith citation observations for arXiv:2606.22792.

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

pith.paper-citation-record.v1
2606.22792 v1

Coverage vector

measured 100 of 129 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T09:05:08.641544Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+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 129 outbound references displayed

  • verified exact24
  • verified fuzzy0
  • unresolved72
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5f07d107-1b22-4edd-9226-863130eb9635 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:53e1612ec33cd5cfedab2a06d8585f214ba0c8330bf9fcb4b104564ea98955dd

Observation 80f12b29-3ae5-4aaa-9d47-a6a6532927fe · outbound

This paper cites K., Pleiss, G., Zemel, R.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models K., Pleiss, G., Zemel, R

Reference 2

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:a02b3a5f5c840aea8ab264f2ad1423c784c73a721889a33bce8d18cdaa561816

Observation 06ca8a1a-6fe9-47ba-ba46-72a368b4d0bc · outbound

This paper cites CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMs.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMs

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:09:45.359941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:dce0dfd0af6d773508cbf1dfd824a12be997663b96bd19f0295422b14b57db4c

Observation 737efa4b-40ae-4d69-97ec-95cc701c7673 · outbound

This paper cites Prover agent: An agent-based framework for formal mathematical proofs.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Prover agent: An agent-based framework for formal mathematical proofs

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:09:45.357418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:047392a38ee5ab65b6e3bf5f48c26cea2a8e2e4e23f96dcf5ab5e4e2f785ad70

Observation e48d44bd-95e8-4aa1-aa63-107cc449e6dd · outbound

This paper cites N., Belém, C.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models N., Belém, C

Reference 5

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T10:09:45.353957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:30180f16e0c5033c69e9bbdeb25320c878823e44fe07d707f090939e808cca86

Observation eb00bfa8-25fd-439f-92a1-0d110b9c23de · outbound

This paper cites F., Yaldiz, D.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models F., Yaldiz, D

Reference 6

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:5c999fbdf2abe83214856cced8bca8cdd2c84797a55528bac78f8e304b20ae6b

Observation c2a4ce5d-6bd0-40da-aa75-75783ea9988f · outbound

This paper cites Uncertainty quantification in fine-tuned LLMs using LoRA ensembles.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Uncertainty quantification in fine-tuned LLMs using LoRA ensembles

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:09:45.344765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:21b506b2ddb12ff3e5a1698469022bc748c4f14372b6cb8f38e5d37e879121e6

Observation 61e171be-3e78-499a-a8fa-b3fc3c78760b · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:9f4190354e3be612374f3b0d9615e6c83f7d695149022d4a50f41ece6bc02fd6

Observation 43c9c8e8-868e-479b-b5df-f10425b25f18 · outbound

This paper cites Cycles of Thought: Measuring LLM Confidence through Stable Explanations.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Cycles of Thought: Measuring LLM Confidence through Stable Explanations

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:09:45.362546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:fb5507479b3175b1f83fc0179d37321d1db128d18a07c8278b9f8bd9595b3a9a

Observation ef00dc19-2c9d-4fe8-ba6b-d0b70930b62a · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:a43ac99ad64ac5ea1aff6c554ae414696cf2c0cdd4455e9d1c79ad0b3eefb932

Observation f3ff6add-d5dd-420e-ba9d-aac79ac89f66 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:fd9b84aaa1ea3d171b72db9f7fa8821b4c3a43ebaedcf55ef6b0829bb9179381

Observation 30574c2d-231f-4bfa-bffe-2399c9af9eec · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:5ab2e7630da1522f88ba1554b4ae51a569c75822258e27c6bc983e75c9e83ea8

Observation f899d67d-533e-4038-960b-45d41774da57 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:84b7ca93a3c4658576a5e7d16900aadfcda9baf872d8cbabc58ce7e0ae098768

Observation b09451b6-2579-474c-af03-182189ff08ea · outbound

This paper cites and Mueller, J.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Mueller, J

Reference 14

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:3d09fa0182cb1429eea440f1d85661ac584f839766a756b64a44942f80defa35

Observation da45b49a-f507-444f-8e84-c73d27168ff6 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Evaluating Large Language Models Trained on Code

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-07-04T10:09:45.342145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:f328a0e4d4da05b5d165f13286424b4aec7f487043cad93fdf4dff441bd25a97

Observation 83e96455-f7f5-4eeb-aa6c-f08018eb0d6f · outbound

This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-07-04T10:09:45.347364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:df3b7b2676de0906cb09ceff87aa89f352e6e77aa0d49601fce548834ee00c1d

Observation 3f83070e-ee5d-4277-9d6f-cc529db5c67b · outbound

This paper cites Uncertainty Quantification of Large Language Models through Multi-Dimensional Responses.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Uncertainty Quantification of Large Language Models through Multi-Dimensional Responses

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:09:45.350220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:f9d84e96d2abe8cf752b91b4552f829716a7c7790ee818aeb8d5e01d9dcc933b

Observation 9d7f83d2-8a04-45fc-9f5c-6168a64bcd61 · outbound

This paper cites and Li, Y.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Li, Y

Reference 18

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:dc9583788007170f52027cb407c7bf5d4a095bc0900f57ecbfc97e4c02e17489

Observation f2f35c75-d0fd-4a5e-a7d7-ff265bec51a8 · outbound

This paper cites J., Gibbs, I., and Candès, E.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models J., Gibbs, I., and Candès, E

Reference 19

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:a6c2450cffa394c0d67bef9a09eaa7636c1ba8e793c9f225c29af180f690f07f

Observation e3572b1d-6417-4ece-83e8-21622fd563e4 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Training Verifiers to Solve Math Word Problems

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-07-04T10:09:45.330777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:046ed9153023bfcddad290915b14d097e3ccf11cdea6c15a1efb0b6c5416cc1d

Observation 30b7a7e7-cd83-4a8c-812e-77badfe92ce9 · outbound

This paper cites LLM Uncertainty Quantification through Directional Entailment Graph and Claim Level Response Augmentation.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models LLM Uncertainty Quantification through Directional Entailment Graph and Claim Level Response Augmentation

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:09:45.333524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:d0738a307e083787ec5b23356710354c7cbd369eba280016705294d0aa94fa64

Observation d60300d4-24c0-42a2-a7f9-5adb334735b1 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:82374834050350705ac4a5b18be2120e78fb02a915a8a9180098baa2fe287bb1

Observation 53c602bd-3fd6-42a0-b3f0-3a0b57e544cc · outbound

This paper cites arXiv preprint arXiv:2510.04108 , year=.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models arXiv preprint arXiv:2510.04108 , year=

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:09:45.340782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:d8d0c8046d14fedc0443885f0381259e99ab72b6dee2baa90c82a3630e011d7e

Observation c28d04e6-023e-4f55-815c-af0ec5961b71 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:ad5d48ecd9bcae687b9e97b180b26e3a1406fc4844d1482d9fa7be552ca90408

Observation fa242b85-13bd-42f2-8194-62b93839a819 · outbound

This paper cites and Goadrich, M.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Goadrich, M

Reference 25

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:090a786f952dddf1c848bffe56672921fb71dcb3e407b3718e1ead159b270138

Observation aa383ec6-d8bc-44e0-8b6c-a6901e5bfccf · outbound

This paper cites DeepSeek-V3 Technical Report.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models DeepSeek-V3 Technical Report

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-07-04T10:09:45.338034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:db3ece8b9f2bfb4a2b5e3f6bd994144947eec9fe0a4adb53f85fb81dccea7fc1

Observation 046e8a36-ddf9-44a8-b748-99822a029d18 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:3e00066c6a352b46151fa0a703212922301ff5ef041f48c4fdb50cbbaff05e18

Observation deb49db2-7bd9-4002-bf91-6d37f84016cd · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:8c6c55b3dd6fc814138a0e9f6402cb7d056200cc8af1b68f35a9fe915b02b96f

Observation d5c3be72-0c5e-4bd5-8411-f47e6351e847 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:0948b7cdc0eacb09c5019646e5bcb08e59e78daec684afcc6474b225cde69498

Observation b1e26b04-29f3-41e6-b22e-4bb629132fc2 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:1189dd5e5df309966a2cf26d47dc0cc5e5c022d3712ba3907e538fa8b83a8aa1

Observation ce85abac-c726-42e7-a1ed-63286db1b631 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:5802bee76d9edd848f2ae37c11bb156a44706e493610d7030ddea3351a2d2d99

Observation d89ba028-b76b-41e9-b45b-1220b353420c · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:81e1aaa56502fd1850efe1726a2eb17b2a611f7918c3443fde755ef8e74dddb2

Observation bc441705-fc50-4e93-b86d-034d4ebc69c9 · outbound

This paper cites Unsupervisedqualityestimationforneuralmachinetranslation.Transactions of the Association for Computational Linguistics, 8:539–555.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unsupervisedqualityestimationforneuralmachinetranslation.Transactions of the Association for Computational Linguistics, 8:539–555

Reference 33

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:f9e4c3a8a4b277c3f26b48fb91e9fa0ca0692ba8f1e34a0a8fbecd0d66133f22

Observation d75d88b3-3e2c-4136-b4fd-28f73bd0661f · outbound

This paper cites and Ghahramani, Z.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Ghahramani, Z

Reference 34

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:31d49a5a69e5f7aa6716c921bccdfbcec6019f69822baf885ae16508fe4b51a2

Observation f38b27e2-52ab-4c28-9e75-add5a81fa1e2 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:d72b837ec67d52430099319e5e3761363d77fd730608f103fffe60a1a8c1f657

Observation 08f9d497-f7e6-4b4b-b812-901f96621ba3 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:29de1ea69a37431eec58b59da04549d33de8dd626f367f5c5b62e838d338386d

Observation 6e19157e-fec2-42fa-b67d-500fd29a92be · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:47500f5d93a4247afc777dc1c2565f28b9763ae67dd8f29cbe64b000da7d0581

Observation 90f85b81-b57d-41e3-a284-96a663a66703 · outbound

This paper cites LLM Factoscope: Uncovering LLMs' Factual Discernment through Inner States Analysis.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models LLM Factoscope: Uncovering LLMs' Factual Discernment through Inner States Analysis

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:09:45.317133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:62500d4718a36d3568d90e1111a0d642a23ff32e2bdc7ec4610bfe5dd0d90cb1

Observation f7eb3db3-658c-4cea-9e9c-b239faf84d16 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:3fd713217801d9599208e7de24e76261e6ec26b1497697331c634410225eb295

Observation c31e4e92-03d1-4279-b83b-014540939efb · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:1304e0924c8034f9ddf0baca2c261cdb3d52ffe597cfc9bb33d4cf8267a86ba8

Observation 7ebb928d-6b35-4a2f-aab3-c8c8f39b187f · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:8adca21b9e3a588e241e3928f7de644f3fd4be5b957117c962856af2d6187297

Observation 46c553c7-19ef-4756-9700-5bd191b186c5 · outbound

This paper cites and Waegeman, W.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Waegeman, W

Reference 42

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:7306bf6691adc0df4d926b5d441121efb3941a2b7e2bafe8a2f793a313850906

Observation 2c5e0c79-1f33-413e-89f6-fef2217b55b3 · outbound

This paper cites S., and Zettlemoyer, L.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models S., and Zettlemoyer, L

Reference 43

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:f25fd0378840cf6df2307de547b1c42b52b4539223dfce0ba419feaa0f6c5738

Observation 688c9161-df47-4603-b840-8c7ce342bebf · outbound

This paper cites V., Laga, H., Boussaïd, F., Buntine, W.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models V., Laga, H., Boussaïd, F., Buntine, W

Reference 44

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:b387335751c77e2f721ed7a63d59b1f8ddfd323731618b4200fd3112410eec43

Observation 446f025b-8d5b-4481-b3b3-192281cb32d0 · outbound

This paper cites and Yuki, A.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Yuki, A

Reference 45

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:c2b47d32683f6dda8225339b5095ded4283301ee5d5c979658a5c9214e87e1f2

Observation c552076d-2fc3-4844-af54-6ea89d7fb340 · outbound

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

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Language Models (Mostly) Know What They Know

Reference 46

Resolution
verified exact
local_arxiv, observed 2026-07-04T10:09:45.319737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:3a34b63f6bc820a76acd608f007bab7318d4690c618bb33de2b6f9a8fbe005ba

Observation b5997d3d-1a66-4340-b044-a97d1e539880 · outbound

This paper cites Scaling Laws for Neural Language Models.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Scaling Laws for Neural Language Models

Reference 47

Resolution
metadata mismatch
local_arxiv, observed 2026-07-04T10:09:45.312074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:93507e577069dbdc5f676e5b42edf31c8bdb1c9dcd7f4f59e24a2d8fb67dc4a1

Observation a452edff-66e8-4300-8e2d-09a233f29ff8 · outbound

This paper cites and Gal, Y.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Gal, Y

Reference 48

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:a94efddb1a752198cd0cffa98763a35c2986852edeaa84134c097d01a85221b0

Observation f0807db1-37b1-4c02-8941-563109f61191 · outbound

This paper cites Divergent Ensemble Networks: Enhancing Uncertainty Estimation with Shared Representations and Independent Branching.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Divergent Ensemble Networks: Enhancing Uncertainty Estimation with Shared Representations and Independent Branching

Reference 49

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:09:45.326808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:6d8d85d14c734cadbe387e99678edcdb19a057d3ee7759224ba5310d229a42cc

Observation 54481bdd-5ed2-48ea-b341-5c7309450ba9 · outbound

This paper cites Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs

Reference 50

Resolution
verified exact
local_arxiv, observed 2026-07-04T10:09:45.332412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:b2ca47cbd3da091aa5749d4d242dade924c1978126d406e6886889d207035263

Observation 625ba9a7-fb2c-428a-8721-ea17ba229f68 · outbound

This paper cites Conformal Prediction with Large Language Models for Multi-Choice Question Answering.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Conformal Prediction with Large Language Models for Multi-Choice Question Answering

Reference 51

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T10:09:45.308352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:9d8a84e8393fa98fdd3f0c64d3d79c5d18a90dc9c003b77f0e1dba00509d7cdd

Observation e2508556-a66b-4ce5-a357-fc0954427925 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:d2a8c030c01d81ba617a805698f0866384994264d933f3289c65939021af60cf

Observation 471ab82f-4c27-435d-b7cc-8677b92c7a3f · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:98e1947f7735a187e928689aa05bd023d81ba92985a9b17154dc8eba97183969

Observation ba518b99-c3d8-4cc4-8cee-f498b9d96e3e · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 54

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:4ed329fe0fbec01abc2189d73aa6fc47124cf3c406bc03e820bd2f50cd1eccd7

Observation 3a35427f-b914-40dc-8904-73a4329a2121 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:4b8fa18f3c0e769b57af963e741296bdb976f97cadfbdc91d5229e3a773f2d2b

Observation 4079975c-4482-412c-951b-e5e98c16de34 · outbound

This paper cites Language Model Uncertainty Quantification with Attention Chain.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Language Model Uncertainty Quantification with Attention Chain

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:09:45.322290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:13a564b710f3a336acf5b02071c54b6db48183a60fa9d3fb675d41ef808fa849

Observation 78ad9fc9-9ee9-4d35-b3a1-2657f267d48b · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:a4f4e75fdf8c8849386e5fc79082356c40a979c284a7e0f57ef2cbe8d0689f25

Observation 60a4e0b9-0360-41c2-bb29-8a673530b1eb · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:7a706f562ae1cc3f3dc6f94cb4bdbc7823c3623863a92b5523e1a36578baad97

Observation 3eaa04d4-49da-4927-9ec8-a646f9084ac9 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:788709793a2c231e2333e38046c9fcf5f5b90502e71568014a642c932d53e717

Observation 9abca8cc-2781-4d14-9e24-717e4cc3d986 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 60

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:794ef39388c377c07a363a83cd083342905bc92747f8adcf33e7ef3585be8726

Observation eb070ad7-577e-4fe2-9964-c166c11078b5 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 61

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:6ac211099827de01a5a237a9d1106faccbb3f43166e908826cf705b056322c18

Observation b90e38c6-085c-4365-986c-2ebc94568d6d · outbound

This paper cites Uncertainty Estimation and Quantification for LLMs: A Simple Supervised Approach.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Uncertainty Estimation and Quantification for LLMs: A Simple Supervised Approach

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:09:45.348907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:b5d159a42c8d0c169da99573827d7f149d7caa9da8598f57f1d778d94d5714b6

Observation 14dcb562-352a-443c-b637-8cda870197e0 · outbound

This paper cites F., Chao, L.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models F., Chao, L

Reference 63

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:88cc653f34baacf81efb4aaa520467014dc7cbc6e705d40776e36fe28cd2338f

Observation 692b795c-2604-4b25-bd4f-fa58c1ae7976 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:8067d0f89baeb790974a57b4767c202ee20316f23d8cd58bba9e60f00d08bfd6

Observation 15762d91-3840-4fee-9341-d158aad0baae · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 65

Resolution
verified exact
local_arxiv, observed 2026-07-04T10:09:45.324721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:85ee03ceadbf6227206a6c87a98089ab45597a189c68b8a5d91b80bd7ec4f4e1

Observation 441fdae6-458f-4baf-844d-db77af8dcf78 · outbound

This paper cites The Llama 3 Herd of Models.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models The Llama 3 Herd of Models

Reference 66

Resolution
verified exact
local_arxiv, observed 2026-07-04T10:09:45.295925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:4803cd815a0c6f13bbbf4299eef601b11b49ae2ed0089eca926030d1dea45c95

Observation 5d03dcfc-e5c2-40c1-bf27-3bbd785512c4 · outbound

This paper cites T., Yamada, Y., Hu, S., Foerster, J., Ha, D., and Clune, J.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models T., Yamada, Y., Hu, S., Foerster, J., Ha, D., and Clune, J

Reference 67

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:e9b2b84584251e1690480407cc04c8b1d1e6e5fd2beba437d139a90cb6f6cc4a

Observation 17901c0a-a3d1-4216-a418-baf3072e30ae · outbound

This paper cites J., Izmailov, P., Garipov, T., Vetrov, D.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models J., Izmailov, P., Garipov, T., Vetrov, D

Reference 68

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:87b3385d8796ab40d74fd3292fb302948df57700a915dde6938dbfa0905e57c7

Observation ea4d0e4d-5541-498a-8ccf-0d45f7ae2d97 · outbound

This paper cites and Gales, M.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Gales, M

Reference 69

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:3a8827bb0a076657cf783b54214f6575ffde21f0d92cce2984130016bac3b017

Observation 5e5f5cac-b09e-4056-926d-2e7d5fcbb277 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 70

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:f6f24c4fe87e2886729bf5d48fbbdde048945aa74079694c68a9bb7e0c925fbb

Observation 9268e387-608d-4711-a811-a52c72396953 · outbound

This paper cites Evaluating Uncertainty Quantification in End-to-End Autonomous Driving Control.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Evaluating Uncertainty Quantification in End-to-End Autonomous Driving Control

Reference 71

Resolution
verified exact
local_arxiv, observed 2026-07-04T10:09:45.303181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:2f33f5b1eed31942dcc72754c00fc9304891b9bc1f50681f26a5f0410be142d8

Observation 1b44ccd0-a404-499e-825c-f15bd20c35f8 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 72

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:9d8c1b24ddf5c02a3f897dc2cc93aeb59ef250979b6e6ad59f06b28443898cdf

Observation 368a6e1d-6323-4de5-8d0f-5dbd6c2ae532 · outbound

This paper cites and Xin, M.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Xin, M

Reference 73

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:4b0fab33a522e58eebfbc514cb9c10dfcb3773503c7c2ec55aa5650e0e89f9dc

Observation e9ab78db-cdab-407a-9c5b-7968f7de0d5a · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 74

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:7bd97e5bd5d97aad71794c7ef7503a25685e6c14de9bb5052b7a8b07e5b73c79

Observation ad2fa674-797a-491d-baea-734dc4b1eba9 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 75

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:3b5c436ea2f80094848eda5caeba31742aaa24d06ea7bf9168ea42133fd410b0

Observation dc0fcd61-f684-4169-b01a-6b9e52079014 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 76

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:790441c4c1ebbf6798c76a2375e2f9b1c853e92421cb2ce03e10189206c9fa99

Observation 1f79ea32-4d15-4582-87d9-83e7aca65aac · outbound

This paper cites GPT-4 Technical Report.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models GPT-4 Technical Report

Reference 77

Resolution
verified exact
local_arxiv, observed 2026-07-04T10:09:45.296614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:e6548dd6cd2d8cc7a994f98dbbeeaa7aae2fcb4addeb35a09bd265fdbc69c96e

Observation 372c8e9d-7d75-4141-9825-d82fde43ac2f · outbound

This paper cites Not all uncertainty is alike: volatility, stochasticity, and exploration.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Not all uncertainty is alike: volatility, stochasticity, and exploration

Reference 78

Resolution
verified exact
local_arxiv, observed 2026-07-04T10:09:45.345989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:5da149f46ee1d7cb7863f7bf7c3fd4a8c708d23198ead1f160b2c3f24b5e09f5

Observation 87490d0b-e392-4de4-8776-bbbe841b228a · outbound

This paper cites Semanticdensity: Uncertaintyquantificationforlargelanguage models through confidence measurement in semantic space.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Semanticdensity: Uncertaintyquantificationforlargelanguage models through confidence measurement in semantic space

Reference 79

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:ffc2e576b2bcd7ef72d56f8610fa53272a6290f83969a081ae4c1b292c153cd6

Observation a79622e7-c3ff-4c8e-b303-075aab5c803f · outbound

This paper cites H., Jaakkola, T.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models H., Jaakkola, T

Reference 80

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:21c052c1e176f0fa41ab6fdac086196dc2cc26c20eb6a388d707c5228b99fb93

Observation ca493ca6-8c84-4397-899c-aa7f0abebb43 · outbound

This paper cites Qwen3 Technical Report.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Qwen3 Technical Report

Reference 81

Resolution
verified exact
local_arxiv, observed 2026-07-04T10:09:45.351234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:76e1d9fae6d88aacb411afa7611e3bd2943aa41f7286d241a0347487cd29f880

Observation c8a73307-f2be-4e3b-8a72-b171d7c387b1 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 82

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:8411f5af4a8408774d263cbfb147a8098761b1ec2456f9d64415cb50a2d41ac3

Observation e62669da-4494-4a1c-9a8b-a9df5950be28 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 83

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:df1224d25ca3107bba3775748cebdce97bd39e3a4b22372a4c539fee9b1e9f34

Observation 499f9740-ff4d-4f08-b928-6276e101730e · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 84

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:985c8a0838783f5f1ba5c171ac3d23df5d03405ea41376cec48ffc21a8759214

Observation 13613554-96c8-4469-895b-764a1ff66a97 · outbound

This paper cites Agents of Chaos.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Agents of Chaos

Reference 85

Resolution
metadata mismatch
local_arxiv, observed 2026-07-04T10:09:45.284928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:d2833d531083518d50109b8f1f9ce28b8747c70b0f99d54e5c1503bf5bf1f3b6

Observation 6df52f5a-a597-4b41-a797-9c1f4bcadeca · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 86

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:aa991a502e0828fa2d886bf78faf9e5737d981b8728e5791b1b0344980464bac

Observation f118b229-37f2-4110-9518-334ec3cedbc6 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 87

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:99e21a4d2d496f81dbaf33127a85ccfc13318af92785e818aea5521068afa1a9

Observation 377d8ece-505e-4416-9998-14ada90efc6c · outbound

This paper cites Z., and Majumdar, A.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Z., and Majumdar, A

Reference 88

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:08aa0aa912d001a64e71240c7bce79a55afedcf7c1d8fd425f72b667fa3ae95f

Observation 9a05a0ff-c4af-43d8-950a-2b3093344a89 · outbound

This paper cites S., Saha, S., Kattakinda, P., and Feizi, S.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models S., Saha, S., Kattakinda, P., and Feizi, S

Reference 89

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:af34869642e95ccc2bceea938e8e4f51358bc0f386c42a333540ca14c242226e

Observation b37a688e-e15f-4377-9790-1cacf6a987e2 · outbound

This paper cites LACIE: Listener-Aware Finetuning for Confidence Calibration in Large Language Models.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models LACIE: Listener-Aware Finetuning for Confidence Calibration in Large Language Models

Reference 90

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:09:45.299868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:9f289e1608747134ddf6aca95697e0502a7696ac9ba847d52afb2816de918187

Observation 73135632-9193-4b19-bad8-fef581de6d53 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 91

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:ecccc35193b548b95e4052ddd2387028e818920ab3a16cb23421e73561bde599

Observation 52f99224-55ef-4d8f-8d71-c1629ff80b78 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 92

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:e3293c3166a33c410e2961281975cdff136e3596395663a937794d4071013446

Observation 88e548e3-a53a-4986-94b8-3c28e511f102 · outbound

This paper cites and Lopez-Paz, D.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Lopez-Paz, D

Reference 93

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:48d1ef2a3eccb8c7e8199fd4365d420697b61fc5f17c8861cf456bd6a2487368

Observation 9e6b19ee-55a5-4ab9-a3bc-3449b3a29006 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 94

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:f4be7aa3670abd7257749a8e446ba9a3a344ca8d553cbf30e03283784832ba4f

Observation cd9e6c2d-294f-47aa-a022-0fe87f450c91 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 95

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:69fd7a93c81302c42453067e5ba28e437958a3b7791a6169b564306e3e13ffbe

Observation 24a868d8-95bc-4e55-a5ef-8876ee098f23 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 96

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:bb99aeb58294ce3a768932e66850fd3ca7a17e537a2abedca77e6cc89300cfcf

Observation 0988d00e-4f12-4cbe-b12e-66ee45342351 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 97

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:8cbdb8493ef9695dea50e924775ca7d0dc22b73b050a20d26071b8c0128a93a5

Observation a0a6e272-7a7e-4e64-aa25-06a10c2f94dc · outbound

This paper cites B., Grishchenkov, K., Panchenko, A., Baldwin, T., Nakov, P., Panov, M., and Shelmanov, A.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models B., Grishchenkov, K., Panchenko, A., Baldwin, T., Nakov, P., Panov, M., and Shelmanov, A

Reference 98

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:2e28b4e7b7dfcb8ec4ff24bfe98ed72549d91c6554ac92701850d009ed72c182

Observation 0f631ef9-aa71-47c1-9d41-a02da0367511 · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 99

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:2987364b1d83575460aca39115798970f9b258a98fcc8dc0550820b0a923f989

Observation 3226492f-5c5d-4e02-b787-a59b86e43a7b · outbound

This paper cites an unresolved cited work.

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work

Reference 100

Resolution
unresolved
no resolver link, observed 2026-06-26T09:05:08.641544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:05:08.641544Z digest=sha256:99dc9f26739ea7b51bd057af967c61edff809f56b88ccd5adc7d32a608a468ae

Pith citing papers

No inbound Pith citation observations are available.