Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-26T09:05:08.641544Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-26T09:05:08.641544Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
100 of 129 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5f07d107-1b22-4edd-9226-863130eb9635 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80f12b29-3ae5-4aaa-9d47-a6a6532927fe · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models K., Pleiss, G., Zemel, R
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06ca8a1a-6fe9-47ba-ba46-72a368b4d0bc · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMs
Reference 3
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.
Observation 737efa4b-40ae-4d69-97ec-95cc701c7673 · outbound
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
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.
Observation e48d44bd-95e8-4aa1-aa63-107cc449e6dd · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models N., Belém, C
Reference 5
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.
Observation eb00bfa8-25fd-439f-92a1-0d110b9c23de · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models F., Yaldiz, D
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2a4ce5d-6bd0-40da-aa75-75783ea9988f · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Uncertainty quantification in fine-tuned LLMs using LoRA ensembles
Reference 7
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.
Observation 61e171be-3e78-499a-a8fa-b3fc3c78760b · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43c9c8e8-868e-479b-b5df-f10425b25f18 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Cycles of Thought: Measuring LLM Confidence through Stable Explanations
Reference 9
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.
Observation ef00dc19-2c9d-4fe8-ba6b-d0b70930b62a · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3ff6add-d5dd-420e-ba9d-aac79ac89f66 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30574c2d-231f-4bfa-bffe-2399c9af9eec · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f899d67d-533e-4038-960b-45d41774da57 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b09451b6-2579-474c-af03-182189ff08ea · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Mueller, J
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da45b49a-f507-444f-8e84-c73d27168ff6 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Evaluating Large Language Models Trained on Code
Reference 15
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.
Observation 83e96455-f7f5-4eeb-aa6c-f08018eb0d6f · outbound
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
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.
Observation 3f83070e-ee5d-4277-9d6f-cc529db5c67b · outbound
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
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.
Observation 9d7f83d2-8a04-45fc-9f5c-6168a64bcd61 · outbound
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2f35c75-d0fd-4a5e-a7d7-ff265bec51a8 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models J., Gibbs, I., and Candès, E
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3572b1d-6417-4ece-83e8-21622fd563e4 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Training Verifiers to Solve Math Word Problems
Reference 20
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.
Observation 30b7a7e7-cd83-4a8c-812e-77badfe92ce9 · outbound
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
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.
Observation d60300d4-24c0-42a2-a7f9-5adb334735b1 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53c602bd-3fd6-42a0-b3f0-3a0b57e544cc · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models arXiv preprint arXiv:2510.04108 , year=
Reference 23
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.
Observation c28d04e6-023e-4f55-815c-af0ec5961b71 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa242b85-13bd-42f2-8194-62b93839a819 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Goadrich, M
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa383ec6-d8bc-44e0-8b6c-a6901e5bfccf · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models DeepSeek-V3 Technical Report
Reference 26
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.
Observation 046e8a36-ddf9-44a8-b748-99822a029d18 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation deb49db2-7bd9-4002-bf91-6d37f84016cd · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5c3be72-0c5e-4bd5-8411-f47e6351e847 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1e26b04-29f3-41e6-b22e-4bb629132fc2 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce85abac-c726-42e7-a1ed-63286db1b631 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d89ba028-b76b-41e9-b45b-1220b353420c · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc441705-fc50-4e93-b86d-034d4ebc69c9 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d75d88b3-3e2c-4136-b4fd-28f73bd0661f · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Ghahramani, Z
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f38b27e2-52ab-4c28-9e75-add5a81fa1e2 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08f9d497-f7e6-4b4b-b812-901f96621ba3 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e19157e-fec2-42fa-b67d-500fd29a92be · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90f85b81-b57d-41e3-a284-96a663a66703 · outbound
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
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.
Observation f7eb3db3-658c-4cea-9e9c-b239faf84d16 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c31e4e92-03d1-4279-b83b-014540939efb · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ebb928d-6b35-4a2f-aab3-c8c8f39b187f · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46c553c7-19ef-4756-9700-5bd191b186c5 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Waegeman, W
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c5e0c79-1f33-413e-89f6-fef2217b55b3 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models S., and Zettlemoyer, L
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 688c9161-df47-4603-b840-8c7ce342bebf · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models V., Laga, H., Boussaïd, F., Buntine, W
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 446f025b-8d5b-4481-b3b3-192281cb32d0 · outbound
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c552076d-2fc3-4844-af54-6ea89d7fb340 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Language Models (Mostly) Know What They Know
Reference 46
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.
Observation b5997d3d-1a66-4340-b044-a97d1e539880 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Scaling Laws for Neural Language Models
Reference 47
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.
Observation a452edff-66e8-4300-8e2d-09a233f29ff8 · outbound
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0807db1-37b1-4c02-8941-563109f61191 · outbound
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
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.
Observation 54481bdd-5ed2-48ea-b341-5c7309450ba9 · outbound
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
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.
Observation 625ba9a7-fb2c-428a-8721-ea17ba229f68 · outbound
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
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.
Observation e2508556-a66b-4ce5-a357-fc0954427925 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 471ab82f-4c27-435d-b7cc-8677b92c7a3f · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba518b99-c3d8-4cc4-8cee-f498b9d96e3e · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a35427f-b914-40dc-8904-73a4329a2121 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4079975c-4482-412c-951b-e5e98c16de34 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Language Model Uncertainty Quantification with Attention Chain
Reference 56
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.
Observation 78ad9fc9-9ee9-4d35-b3a1-2657f267d48b · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60a4e0b9-0360-41c2-bb29-8a673530b1eb · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3eaa04d4-49da-4927-9ec8-a646f9084ac9 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9abca8cc-2781-4d14-9e24-717e4cc3d986 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb070ad7-577e-4fe2-9964-c166c11078b5 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b90e38c6-085c-4365-986c-2ebc94568d6d · outbound
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
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.
Observation 14dcb562-352a-443c-b637-8cda870197e0 · outbound
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 692b795c-2604-4b25-bd4f-fa58c1ae7976 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15762d91-3840-4fee-9341-d158aad0baae · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 65
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.
Observation 441fdae6-458f-4baf-844d-db77af8dcf78 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models The Llama 3 Herd of Models
Reference 66
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.
Observation 5d03dcfc-e5c2-40c1-bf27-3bbd785512c4 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17901c0a-a3d1-4216-a418-baf3072e30ae · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models J., Izmailov, P., Garipov, T., Vetrov, D
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea4d0e4d-5541-498a-8ccf-0d45f7ae2d97 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Gales, M
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e5f5cac-b09e-4056-926d-2e7d5fcbb277 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9268e387-608d-4711-a811-a52c72396953 · outbound
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
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.
Observation 1b44ccd0-a404-499e-825c-f15bd20c35f8 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 368a6e1d-6323-4de5-8d0f-5dbd6c2ae532 · outbound
Reference 73
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9ab78db-cdab-407a-9c5b-7968f7de0d5a · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad2fa674-797a-491d-baea-734dc4b1eba9 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc0fcd61-f684-4169-b01a-6b9e52079014 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 76
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f79ea32-4d15-4582-87d9-83e7aca65aac · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models GPT-4 Technical Report
Reference 77
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.
Observation 372c8e9d-7d75-4141-9825-d82fde43ac2f · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Not all uncertainty is alike: volatility, stochasticity, and exploration
Reference 78
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.
Observation 87490d0b-e392-4de4-8776-bbbe841b228a · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Semanticdensity: Uncertaintyquantificationforlargelanguage models through confidence measurement in semantic space
Reference 79
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a79622e7-c3ff-4c8e-b303-075aab5c803f · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models H., Jaakkola, T
Reference 80
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca493ca6-8c84-4397-899c-aa7f0abebb43 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Qwen3 Technical Report
Reference 81
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.
Observation c8a73307-f2be-4e3b-8a72-b171d7c387b1 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 82
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e62669da-4494-4a1c-9a8b-a9df5950be28 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 83
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 499f9740-ff4d-4f08-b928-6276e101730e · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 84
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13613554-96c8-4469-895b-764a1ff66a97 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Agents of Chaos
Reference 85
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.
Observation 6df52f5a-a597-4b41-a797-9c1f4bcadeca · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 86
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f118b229-37f2-4110-9518-334ec3cedbc6 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 87
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 377d8ece-505e-4416-9998-14ada90efc6c · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Z., and Majumdar, A
Reference 88
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a05a0ff-c4af-43d8-950a-2b3093344a89 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models S., Saha, S., Kattakinda, P., and Feizi, S
Reference 89
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b37a688e-e15f-4377-9790-1cacf6a987e2 · outbound
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
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.
Observation 73135632-9193-4b19-bad8-fef581de6d53 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 91
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52f99224-55ef-4d8f-8d71-c1629ff80b78 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 92
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88e548e3-a53a-4986-94b8-3c28e511f102 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models and Lopez-Paz, D
Reference 93
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e6b19ee-55a5-4ab9-a3bc-3449b3a29006 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 94
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd9e6c2d-294f-47aa-a022-0fe87f450c91 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 95
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24a868d8-95bc-4e55-a5ef-8876ee098f23 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 96
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0988d00e-4f12-4cbe-b12e-66ee45342351 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 97
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0a6e272-7a7e-4e64-aa25-06a10c2f94dc · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f631ef9-aa71-47c1-9d41-a02da0367511 · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 99
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3226492f-5c5d-4e02-b787-a59b86e43a7b · outbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Unresolved cited work
Reference 100
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.