Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Non-Determinism of "Deterministic" LLM Settings
As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 54 inbound Pith citation observations for arXiv:2408.04667.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:35:09.847839Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
14
pith, observed 2026-08-05T02:28:24.338817Z
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation 4dd63f1c-c7d0-4a21-b8ec-672b916c5bad · inbound
Evaluating and Advancing Multimodal Large Language Models in Perception Ability Lens cites this paper.
Evaluating and Advancing Multimodal Large Language Models in Perception Ability Lens Non-Determinism of "Deterministic" LLM Settings
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T15:03:23.837472Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f02719c-6832-491d-a57d-29855bc180eb · inbound
Can You Trust LLM Judgments? Reliability of LLM-as-a-Judge cites this paper.
Can You Trust LLM Judgments? Reliability of LLM-as-a-Judge Non-Determinism of "Deterministic" LLM Settings
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:04:26.104221Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb737a49-8d4d-4985-a5bb-aec78c98def3 · inbound
Linguistic Features Extracted by GPT-4 Improve Alzheimer's Disease Detection based on Spontaneous Speech cites this paper.
Linguistic Features Extracted by GPT-4 Improve Alzheimer's Disease Detection based on Spontaneous Speech Non-Determinism of "Deterministic" LLM Settings
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T11:11:01.257031Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ea77d25-824a-474e-89fc-24c048842b6e · inbound
Enhancing Annotated Bibliography Generation with LLM Ensembles cites this paper.
Enhancing Annotated Bibliography Generation with LLM Ensembles Non-Determinism of "Deterministic" LLM Settings
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:11:29.404770Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7496e46b-210a-45e7-bfed-c3fe49380160 · inbound
A statistically consistent measure of semantic uncertainty using Language Models cites this paper.
A statistically consistent measure of semantic uncertainty using Language Models Non-Determinism of "Deterministic" LLM Settings
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T18:50:55.567461Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c1cc66c-0072-439a-99f0-8951ce39d030 · inbound
The Accuracy, Robustness, and Readability of LLM-Generated Sustainability-Related Word Definitions cites this paper.
The Accuracy, Robustness, and Readability of LLM-Generated Sustainability-Related Word Definitions Non-Determinism of "Deterministic" LLM Settings
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T17:17:30.293262Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2f1fb60-6bbb-4b58-8368-f6e25261b6bb · inbound
A Structured Literature Review on Traditional Approaches in Current Natural Language Processing cites this paper.
A Structured Literature Review on Traditional Approaches in Current Natural Language Processing Non-Determinism of "Deterministic" LLM Settings
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T20:26:56.005227Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb94a454-ee5a-4405-b260-2a913a344ca2 · inbound
Prompt Stability Matters: Evaluating and Optimizing Auto-Generated Prompt in General-Purpose Systems cites this paper.
Prompt Stability Matters: Evaluating and Optimizing Auto-Generated Prompt in General-Purpose Systems Non-Determinism of "Deterministic" LLM Settings
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T20:35:09.847839Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3657c203-3043-4500-b3a8-fcc6a914c8e5 · inbound
The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning cites this paper.
The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning Non-Determinism of "Deterministic" LLM Settings
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T15:58:33.320648Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6f031bff-9e47-4538-8380-c782f87652aa · inbound
Are LLMs reliable? An exploration of the reliability of large language models in clinical note generation cites this paper.
Are LLMs reliable? An exploration of the reliability of large language models in clinical note generation Non-Determinism of "Deterministic" LLM Settings
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:28:18.784104Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02e014cc-a2ce-4e43-808d-8de825d45fef · inbound
Relative Bias: A Comparative Framework for Quantifying Bias in LLMs cites this paper.
Relative Bias: A Comparative Framework for Quantifying Bias in LLMs Non-Determinism of "Deterministic" LLM Settings
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:12:18.716951Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f02aa17-409e-458c-ba92-f1e86240ef77 · inbound
On the Surprising Efficacy of LLMs for Penetration-Testing cites this paper.
On the Surprising Efficacy of LLMs for Penetration-Testing Non-Determinism of "Deterministic" LLM Settings
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:10:04.347147Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5234fe6f-5c51-417d-aa6a-35f0c173edf6 · inbound
LLMs on Trial: Evaluating Judicial Fairness for Large Language Models cites this paper.
LLMs on Trial: Evaluating Judicial Fairness for Large Language Models Non-Determinism of "Deterministic" LLM Settings
Reference 2021
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:29:43.688791Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation baf5e748-7182-4b8c-a26e-b76e15dd257c · inbound
Efficiency of turbulence cites this paper.
Efficiency of turbulence Non-Determinism of "Deterministic" LLM Settings
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T00:58:27.192825Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a246be3-b2e0-4eab-a538-673f959a461f · inbound
Mind the Generation Process: Fine-Grained Confidence Estimation During LLM Generation cites this paper.
Mind the Generation Process: Fine-Grained Confidence Estimation During LLM Generation Non-Determinism of "Deterministic" LLM Settings
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T17:30:45.714966Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f02b42b0-f172-4b7a-a2e3-85b453c39fea · inbound
CAPE: Context-Aware Personality Evaluation Framework for Large Language Models cites this paper.
CAPE: Context-Aware Personality Evaluation Framework for Large Language Models Non-Determinism of "Deterministic" LLM Settings
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:10:14.513329Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 627f266c-e604-4080-bb26-68d745027969 · inbound
AllSummedUp: un framework open-source pour comparer les metriques d'evaluation de resume cites this paper.
AllSummedUp: un framework open-source pour comparer les metriques d'evaluation de resume Non-Determinism of "Deterministic" LLM Settings
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T14:23:36.324490Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 27856e2b-641e-4404-9e61-9f9bd02c79c9 · inbound
The Non-Determinism of Small LLMs: Evidence of Low Answer Consistency in Repetition Trials of Standard Multiple-Choice Benchmarks cites this paper.
The Non-Determinism of Small LLMs: Evidence of Low Answer Consistency in Repetition Trials of Standard Multiple-Choice Benchmarks Non-Determinism of "Deterministic" LLM Settings
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:30:11.765974Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a789c45-fef6-4234-be0d-d84098568244 · inbound
Can LLMs Make (Personalized) Access Control Decisions? cites this paper.
Can LLMs Make (Personalized) Access Control Decisions? Non-Determinism of "Deterministic" LLM Settings
Reference 39
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-17T05:34:04.993796Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d62d542c-396c-41d5-8999-1576d1b01fa2 · inbound
From Risk Perception to Behavior Large Language Models-Based Simulation of Pandemic Prevention Behaviors cites this paper.
From Risk Perception to Behavior Large Language Models-Based Simulation of Pandemic Prevention Behaviors Non-Determinism of "Deterministic" LLM Settings
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T12:18:38.387548Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4cde694-d986-4e14-a7f8-7e1d2be2dfb3 · inbound
An Empirical Study of Foundation Models for Variability-Induced Compilation Errors in Configurable C Code cites this paper.
An Empirical Study of Foundation Models for Variability-Induced Compilation Errors in Configurable C Code Non-Determinism of "Deterministic" LLM Settings
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T08:32:47.692578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 622b63e8-e833-46bc-ab16-d7c6e589b73f · inbound
Stop Testing Attacks, Start Diagnosing Defenses: The Four-Checkpoint Framework Reveals Where LLM Safety Breaks cites this paper.
Stop Testing Attacks, Start Diagnosing Defenses: The Four-Checkpoint Framework Reveals Where LLM Safety Breaks Non-Determinism of "Deterministic" LLM Settings
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T02:51:54.973946Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 971da63f-9ae1-4c1f-8f66-4a4cb351a9a9 · inbound
Cross-Lingual Sentiment Misalignment: Auditing Multilingual Language Models for Inversion Risk, Dialectal Representation, and Affective Stability cites this paper.
Cross-Lingual Sentiment Misalignment: Auditing Multilingual Language Models for Inversion Risk, Dialectal Representation, and Affective Stability Non-Determinism of "Deterministic" LLM Settings
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T21:00:17.802542Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b0301305-8a4e-42ae-81af-7425ea300d2a · inbound
Beyond Relevance: On the Relationship Between Retrieval and RAG Information Coverage cites this paper.
Beyond Relevance: On the Relationship Between Retrieval and RAG Information Coverage Non-Determinism of "Deterministic" LLM Settings
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T13:10:49.531517Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a135ecd6-04f8-43d4-b436-1942a99cbc4c · inbound
Compiled AI: Deterministic Code Generation for LLM-Based Workflow Automation cites this paper.
Compiled AI: Deterministic Code Generation for LLM-Based Workflow Automation Non-Determinism of "Deterministic" LLM Settings
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T23:40:51.546335Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 88a04ce3-18f6-42fa-b9d0-a9a6d329b34c · inbound
Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit cites this paper.
Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit Non-Determinism of "Deterministic" LLM Settings
Reference 68
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T08:16:01.033544Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f1857af0-b027-470c-97c9-99316f4c4e85 · inbound
Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit cites this paper.
Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit Non-Determinism of "Deterministic" LLM Settings
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T22:57:13.837709Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3aadecf2-24dc-4d44-834e-7dbf8c994702 · inbound
RAG-DIVE: A Dynamic Approach for Multi-Turn Dialogue Evaluation in Retrieval-Augmented Generation cites this paper.
RAG-DIVE: A Dynamic Approach for Multi-Turn Dialogue Evaluation in Retrieval-Augmented Generation Non-Determinism of "Deterministic" LLM Settings
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T09:17:40.136376Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 95bd4eb3-0f9e-4dbd-a629-c7afc0f1a251 · inbound
An Empirical Study of Multi-Generation Sampling for Jailbreak Detection in Large Language Models cites this paper.
An Empirical Study of Multi-Generation Sampling for Jailbreak Detection in Large Language Models Non-Determinism of "Deterministic" LLM Settings
Reference 14
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-10T11:50:21.287128Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5968131c-1a33-456f-a753-94e591a84478 · inbound
Cross-Model Consistency of AI-Generated Exercise Prescriptions: A Repeated Generation Study Across Three Large Language Models cites this paper.
Cross-Model Consistency of AI-Generated Exercise Prescriptions: A Repeated Generation Study Across Three Large Language Models Non-Determinism of "Deterministic" LLM Settings
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T12:41:01.312961Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 476e1025-1319-4852-a6a9-41189698485d · inbound
FixV2W: Correcting Invalid CVE-CWE Mappings with Knowledge Graph Embeddings cites this paper.
FixV2W: Correcting Invalid CVE-CWE Mappings with Knowledge Graph Embeddings Non-Determinism of "Deterministic" LLM Settings
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T19:31:11.143901Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7d5a0177-5685-4e10-a181-7b04f87acd3c · inbound
Introducing Background Temperature to Characterise Hidden Randomness in Large Language Models cites this paper.
Introducing Background Temperature to Characterise Hidden Randomness in Large Language Models Non-Determinism of "Deterministic" LLM Settings
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T19:21:07.502006Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 1ae26abf-6a21-4629-8372-1c960f15cb39 · inbound
Beyond Accuracy: LLM Variability in Evidence Screening for Software Engineering SLRs cites this paper.
Beyond Accuracy: LLM Variability in Evidence Screening for Software Engineering SLRs Non-Determinism of "Deterministic" LLM Settings
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T09:01:26.126830Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 44c38169-2574-4179-a25d-60e4bd882ed4 · inbound
Foundation Models as Oracles for Refactoring Correctness Detection cites this paper.
Foundation Models as Oracles for Refactoring Correctness Detection Non-Determinism of "Deterministic" LLM Settings
Reference 35
- Resolution
- verified exact
- arxiv_id, observed 2026-05-09T06:00:36.059957Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 4793597c-d434-4085-91a6-f568cb6c60e2 · inbound
Foundation Models as Oracles for Refactoring Correctness Detection cites this paper.
Foundation Models as Oracles for Refactoring Correctness Detection Non-Determinism of "Deterministic" LLM Settings
Reference 35
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T01:49:21.460204Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6a5e0111-f80a-45fe-a3da-ee4fa60952a2 · inbound
Multi-Agent Specification-based Metamorphic Testing of FMU-Based Simulations cites this paper.
Multi-Agent Specification-based Metamorphic Testing of FMU-Based Simulations Non-Determinism of "Deterministic" LLM Settings
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-06-29T23:54:03.259116Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation bb372c13-286a-4994-8deb-64fb72784d94 · inbound
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline cites this paper.
Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommendation: Reproducibility Below the Rerun-Stability Baseline Non-Determinism of "Deterministic" LLM Settings
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T14:54:45.696788Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 252cf7f2-35e9-497b-87d5-88fa2b6fd084 · inbound
A Paired Testing Protocol for Batch-Conditioned Refusal Robustness in LLM Serving cites this paper.
A Paired Testing Protocol for Batch-Conditioned Refusal Robustness in LLM Serving Non-Determinism of "Deterministic" LLM Settings
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-06-29T18:03:47.813802Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2f1701ec-e678-4b24-8f6f-25f49a4ac659 · inbound
Multi-Agent LLM-based Metamorphic Testing for REST APIs cites this paper.
Multi-Agent LLM-based Metamorphic Testing for REST APIs Non-Determinism of "Deterministic" LLM Settings
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-06-29T11:03:19.032496Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 10cc173d-a2ac-439d-9a2a-a21a9803eadf · inbound
Disentangling Visual and Factual Correctness in LVLMs' Visualization Literacy cites this paper.
Disentangling Visual and Factual Correctness in LVLMs' Visualization Literacy Non-Determinism of "Deterministic" LLM Settings
Reference 43
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T02:06:26.191980Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 43c4be2b-3806-471e-8b07-ecddbc7f46b3 · inbound
FLIPS: Instance-Fingerprinting for LLMs via Pseudo-random Sequences cites this paper.
FLIPS: Instance-Fingerprinting for LLMs via Pseudo-random Sequences Non-Determinism of "Deterministic" LLM Settings
Reference 46
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T01:56:27.971433Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9d7cf968-87a3-4467-8967-059f9a780a26 · inbound
Spider 2.0-AIFunc: Extending Real-World Text-to-SQL to AI-Native SQL Workflows cites this paper.
Spider 2.0-AIFunc: Extending Real-World Text-to-SQL to AI-Native SQL Workflows Non-Determinism of "Deterministic" LLM Settings
Reference 4
- Resolution
- verified exact
- local_arxiv, observed 2026-07-08T12:54:52.851991Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8390f1b6-8b9d-4b02-bcbd-e74307116c59 · inbound
Alignment Plausibility: A New Standard for Assuring AI in Healthcare cites this paper.
Alignment Plausibility: A New Standard for Assuring AI in Healthcare Non-Determinism of "Deterministic" LLM Settings
Reference 55
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T18:47:31.499853Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0006f4aa-2bad-4c1e-824a-dfad92273668 · inbound
A Reliability Assessment of LALM Audio Judges for Full-Duplex Voice Agents cites this paper.
A Reliability Assessment of LALM Audio Judges for Full-Duplex Voice Agents Non-Determinism of "Deterministic" LLM Settings
Reference 11
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-10T14:17:10.070543Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a3934626-a9af-4777-9bde-06aacb78da9b · inbound
When Counterbalancing Hides the Bias: Access-Conditioned Position Lock in Forced-Choice LLM Evaluation cites this paper.
When Counterbalancing Hides the Bias: Access-Conditioned Position Lock in Forced-Choice LLM Evaluation Non-Determinism of "Deterministic" LLM Settings
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T13:32:31.523845Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53b50347-6149-4417-b6ca-1361df2875f7 · inbound
Where Does the Noise Come From? A Variance-Components Decomposition of Non-Determinism in LLM Brand Answers cites this paper.
Where Does the Noise Come From? A Variance-Components Decomposition of Non-Determinism in LLM Brand Answers Non-Determinism of "Deterministic" LLM Settings
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T05:40:04.599785Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e65b358-3a1f-4f0f-b8ae-b5d39fada2a7 · inbound
PROBE: Benchmarking Code Generation in Large Language Models cites this paper.
PROBE: Benchmarking Code Generation in Large Language Models Non-Determinism of "Deterministic" LLM Settings
Reference 76
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T03:41:04.881119Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be100cf3-c3ca-40df-a794-70aa635840af · inbound
Wrong and More Confident: A Field Experiment on Large Language Models Taking a Graduate Economics Exam cites this paper.
Wrong and More Confident: A Field Experiment on Large Language Models Taking a Graduate Economics Exam Non-Determinism of "Deterministic" LLM Settings
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-07-30T22:40:44.563667Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f66fa8e0-369a-48e2-9d86-015e52ac50c1 · inbound
Wrong and More Confident: A Field Experiment on Large Language Models Taking a Graduate Economics Exam cites this paper.
Wrong and More Confident: A Field Experiment on Large Language Models Taking a Graduate Economics Exam Non-Determinism of "Deterministic" LLM Settings
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-07-31T23:42:25.295592Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 620c1444-7cc2-43cc-90e6-837520eb1902 · inbound
Wrong and More Confident: A Field Experiment on Large Language Models Taking a Graduate Economics Exam cites this paper.
Wrong and More Confident: A Field Experiment on Large Language Models Taking a Graduate Economics Exam Non-Determinism of "Deterministic" LLM Settings
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T01:52:37.877568Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de9d2c7b-3692-4ca7-9a8d-8c869b461ab1 · inbound
Measuring and Improving Behavioral Consistency in Large Language Models through Fact-Heuristic-Emotion State Enforcement cites this paper.
Measuring and Improving Behavioral Consistency in Large Language Models through Fact-Heuristic-Emotion State Enforcement Non-Determinism of "Deterministic" LLM Settings
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T12:15:36.440483Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 204ea3a3-a29c-4bcf-a4fe-f578e9dafb57 · inbound
KGCache: Amortized Subgraph Retrieval for KG Reasoning with LLMs cites this paper.
KGCache: Amortized Subgraph Retrieval for KG Reasoning with LLMs Non-Determinism of "Deterministic" LLM Settings
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T00:41:59.406582Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97204d8e-9449-4d61-a947-12b0e6653fb0 · inbound
Detecting Behavioral Changes in Python Refactoring Implementations with Foundation Models cites this paper.
Detecting Behavioral Changes in Python Refactoring Implementations with Foundation Models Non-Determinism of "Deterministic" LLM Settings
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T04:25:27.494819Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation badb32c4-139c-4e50-9629-91280d966db1 · inbound
Governing Agentic AI in FinTech cites this paper.
Governing Agentic AI in FinTech Non-Determinism of "Deterministic" LLM Settings
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:22:44.083090Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.