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 29 July 2026, this Paper Citation Record lists 0 of 0 outbound references and 25 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 2026-07-29T08:13:00.99439+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-14T13:32:31.523845Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-10T18:47:31.498518Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation 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 2026-07-29T08:13:00.99439+00:00.
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 2026-07-29T08:13:00.99439+00:00.
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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+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 2026-07-29T08:13:00.99439+00:00.
Observation a3934626-a9af-4777-9bde-06aacb78da9b · inbound
Two Confounds in Cross-Model Value Comparison: Response Determinism and the Access Harness cites this paper.
Two Confounds in Cross-Model Value Comparison: Response Determinism and the Access Harness 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.