Paper Citation Record · LEDGER

The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-Determinism

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2407.10457.

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

pith.paper-citation-record.v1
2407.10457 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T05:30:12.058244Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-03T17:48:45.447795Z

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 77c12347-f8b1-4204-aee5-3b194378bfd0 · inbound

Large Language Monkeys: Scaling Inference Compute with Repeated Sampling cites this paper.

Large Language Monkeys: Scaling Inference Compute with Repeated Sampling The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-Determinism

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-12T04:42:23.449917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c64a07ba-1aca-4d10-bbe2-35b3646355a2 · 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 The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-Determinism

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T05:30:12.058244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc762b08-94c5-4256-ba40-cb43a3bb11b8 · inbound

Verifier-free Test-Time Sampling for Vision-Language-Action Models cites this paper.

Verifier-free Test-Time Sampling for Vision-Language-Action Models The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-Determinism

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T11:20:12.536154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5f89fe1-a490-4ca1-b1cc-e5f40e26081a · inbound

LLM-based Generation of Semantically Diverse and Realistic Domain Model Instances cites this paper.

LLM-based Generation of Semantically Diverse and Realistic Domain Model Instances The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-Determinism

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:36:04.165624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a0ef5d5a-2568-4f80-8059-4d0eddeba328 · 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 The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-Determinism

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:41:01.290765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3e924719-3349-4d20-8122-d8a15fbf44a5 · 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 The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-Determinism

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:21:07.498219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7f4d4cb6-4d5e-4617-83e6-0704a679fda3 · inbound

Verified Detection and Prevention of Concurrency Anomalies in Multi-Agent Large Language Model Systems cites this paper.

Verified Detection and Prevention of Concurrency Anomalies in Multi-Agent Large Language Model Systems The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-Determinism

Reference 98

Resolution: verified exact; arxiv_id, observed 2026-07-03T17:48:45.449869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4855884f-df11-46f7-928d-54c99b0614d4 · inbound

The One-Word Census: Answer-Choice Conformity Across 44 Language Models cites this paper.

The One-Word Census: Answer-Choice Conformity Across 44 Language Models The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-Determinism

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T06:23:48.374729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.