Paper Citation Record · LEDGER

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing

As of 9 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2507.08109.

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

pith.paper-citation-record.v1
2507.08109 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:33:06.249505Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

40 of 40 outbound references displayed

verified exact4
verified fuzzy14
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation efec2f1a-c4ba-4092-8bc5-9fe1dd2605c8 · outbound

This paper cites LLMs in Finance: Applications, Examples, & Benefits , May 2025.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing LLMs in Finance: Applications, Examples, & Benefits , May 2025

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:33:08.531614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fca027b3-4b2b-4c1e-b508-0872f49fd0a2 · outbound

This paper cites Large language models in real-world clinical workflows: A systematic review of applications and implementation.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Large language models in real-world clinical workflows: A systematic review of applications and implementation

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:33:08.477029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 149abffe-bc76-42d9-a427-5109dd22aef6 · outbound

This paper cites Benchmarking llms for real-world applications: From numerical metrics to contextual and qualitative evaluation.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Benchmarking llms for real-world applications: From numerical metrics to contextual and qualitative evaluation

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:33:08.383956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 707cc58d-a58f-4910-b193-4c321bc39e7f · outbound

This paper cites The nonstochastic multiarmed bandit problem.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing The nonstochastic multiarmed bandit problem

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:02.701513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38b8d123-c83c-4c78-9f6f-83e94ecc9923 · outbound

This paper cites rapidfuzz/rapidfuzz: Release 3.13.0, 2025.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing rapidfuzz/rapidfuzz: Release 3.13.0, 2025

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:02.804843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f233e918-20a2-4dd8-ae5f-f93b949c81da · outbound

This paper cites Maillard Sampling: Boltzmann Exploration Done Optimally.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Maillard Sampling: Boltzmann Exploration Done Optimally

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:33:07.076232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c7460581-3f59-46cc-a088-f9108f462d64 · outbound

This paper cites Simple regret for infinitely many armed bandits.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Simple regret for infinitely many armed bandits

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:33:08.308397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f8541d78-6217-4e5f-a137-fa8d260877a7 · outbound

This paper cites Prompt Stability Matters: Evaluating and Optimizing Auto-Generated Prompt in General-Purpose Systems.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Prompt Stability Matters: Evaluating and Optimizing Auto-Generated Prompt in General-Purpose Systems

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:03.079044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6db9dd25-ff4c-4bfe-94df-29f730bc7ae4 · outbound

This paper cites Pydantic , 2025.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Pydantic , 2025

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:33:08.228369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f034e8c8-1c08-4166-87e4-b72030c2e8ca · outbound

This paper cites Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:03.266877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55b9ce76-f3e4-49c2-a065-fa95e95bd2d9 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing LoRA: Low-Rank Adaptation of Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:03.368971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66ab79c3-fd90-498d-85b6-cc11540e2296 · outbound

This paper cites Survey of hallucination in natural language generation.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Survey of hallucination in natural language generation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:03.480657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cba9855-0024-4709-837a-2e670c563b9d · outbound

This paper cites DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:03.585631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f253d1d2-5328-4523-9fa6-c980ef25ce16 · outbound

This paper cites The Power of Scale for Parameter-Efficient Prompt Tuning.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing The Power of Scale for Parameter-Efficient Prompt Tuning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:03.714224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b76004d3-7006-4fb9-a444-fd66f3525d5a · outbound

This paper cites Building Trustworthy AI: Transparent AI Systems via Large Language Models, Ontologies, and Logical Reasoning (TranspNet).

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Building Trustworthy AI: Transparent AI Systems via Large Language Models, Ontologies, and Logical Reasoning (TranspNet)

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:33:06.899363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b872ec73-db3f-4a74-a25d-ad2b294b5ec8 · outbound

This paper cites Self-Refine: Iterative Refinement with Self-Feedback.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Self-Refine: Iterative Refinement with Self-Feedback

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:03.935290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52ca0c04-5c64-4da2-bceb-53186ceafb74 · outbound

This paper cites Pyright: Static type checker for python, 2025.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Pyright: Static type checker for python, 2025

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:33:08.160391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b698a1da-7410-49df-a693-e7822242bdb0 · outbound

This paper cites Large language models in ai: Opportunities and limitations in real-world applications.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Large language models in ai: Opportunities and limitations in real-world applications

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:33:08.079063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0e65068e-53b8-4785-b997-46defc18ece4 · outbound

This paper cites Workshop summary report on using ai tools to improve the efficiency and outcomes of the NEPA process.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Workshop summary report on using ai tools to improve the efficiency and outcomes of the NEPA process

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:33:07.977114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 50f242b9-6721-43ca-910e-6fdfa904f73e · outbound

This paper cites Training language models to follow instructions with human feedback.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Training language models to follow instructions with human feedback

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:04.411175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c87a0d9-4827-4e25-9070-1ba7055c1a6c · outbound

This paper cites To what extent have llms reshaped the legal domain so far? a scoping literature review.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing To what extent have llms reshaped the legal domain so far? a scoping literature review

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:04.559850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f7b5824-052e-4e3e-930c-4cfce32b2f40 · outbound

This paper cites Testing artificial intelligence tools to streamline the public comment‑review process for nepa environmental reviews.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Testing artificial intelligence tools to streamline the public comment‑review process for nepa environmental reviews

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:33:07.895094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 499a98f3-a124-4a1f-a074-9aa71ff65037 · outbound

This paper cites an unresolved cited work.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:33:07.800848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 55a51cd8-148e-4281-b444-120e81d2bdab · outbound

This paper cites GrIPS: Gradient-free, Edit-based Instruction Search for Prompting Large Language Models.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing GrIPS: Gradient-free, Edit-based Instruction Search for Prompting Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:04.891949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 447b35a4-65a8-4979-8e55-6cbd5ae0b8db · outbound

This paper cites Automatic Prompt Optimization with "Gradient Descent" and Beam Search.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Automatic Prompt Optimization with "Gradient Descent" and Beam Search

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:05.012547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aff0cdc6-48d9-4b2d-a340-f122735f9e77 · outbound

This paper cites A Comprehensive Survey of Bias in LLMs: Current Landscape and Future Directions.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing A Comprehensive Survey of Bias in LLMs: Current Landscape and Future Directions

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:05.098462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ec1b4b5-a818-4fd0-ab34-89f3061d0f93 · outbound

This paper cites Efficient Prompt Optimization Through the Lens of Best Arm Identification.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Efficient Prompt Optimization Through the Lens of Best Arm Identification

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:05.190312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 154f9740-592d-4044-bf97-cb801f025b65 · outbound

This paper cites Quantifying the substantive influence of public comment on united states federal environmental decisions under nepa.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Quantifying the substantive influence of public comment on united states federal environmental decisions under nepa

Reference 28

Resolution: verified exact; doi, observed 2026-08-06T18:33:06.400001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f3e53554-cd28-4475-a303-31e35fe67e7f · outbound

This paper cites Presidential Memoranda: Updating Permitting Technology for the 21st Century , 2025.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Presidential Memoranda: Updating Permitting Technology for the 21st Century , 2025

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:33:07.720600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 135d8f01-bb3c-4c1e-b852-b915803e3838 · outbound

This paper cites Department of the Interior, Bureau of Land Management.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Department of the Interior, Bureau of Land Management

Reference 30

Resolution: verified exact; raw_fallback, observed 2026-08-06T18:33:06.710460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2dc31c2b-5923-43e2-9a97-2cecc0ab102d · outbound

This paper cites Fish and Wildlife Service.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Fish and Wildlife Service

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:33:07.644826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7ec90e2b-c20c-4918-86e4-874ff4d14997 · outbound

This paper cites Nuclear Regulatory Commission.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Nuclear Regulatory Commission

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:33:07.494448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d65e1983-c50d-464f-b7ac-a25501b75358 · outbound

This paper cites Nuclear Regulatory Commission.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Nuclear Regulatory Commission

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:33:07.372167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e63c4ff8-156c-4553-9d65-42dd4b42e950 · outbound

This paper cites Workflow patterns distributed and parallel databases, vol.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Workflow patterns distributed and parallel databases, vol

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:33:07.228768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d7123df1-6bf8-4e2b-bfe0-403f18075990 · outbound

This paper cites Teach Better or Show Smarter? On Instructions and Exemplars in Automatic Prompt Optimization.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Teach Better or Show Smarter? On Instructions and Exemplars in Automatic Prompt Optimization

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:05.836604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25457968-6059-4ee6-b5c0-7df3c6cc407a · outbound

This paper cites PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:05.893119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cda715fa-9972-4be9-962f-2edccf6ac70e · outbound

This paper cites Efficient Guided Generation for Large Language Models.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Efficient Guided Generation for Large Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:05.961813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c664cc87-a2ca-4c91-9323-c5bc43d921aa · outbound

This paper cites Sipdo: Closed-loop prompt optimization via synthetic data feedback.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Sipdo: Closed-loop prompt optimization via synthetic data feedback

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:06.058069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44174c96-2756-4230-bc8a-e7ee1365f3f6 · outbound

This paper cites TextGrad: Automatic "Differentiation" via Text.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing TextGrad: Automatic "Differentiation" via Text

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:06.115729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b57edc80-d8ee-4aa8-95da-5010ba88b309 · outbound

This paper cites Large Language Models Are Human-Level Prompt Engineers.

Audit, Alignment, and Optimization of LM-Powered Subroutines with Application to Public Comment Processing Large Language Models Are Human-Level Prompt Engineers

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T18:33:06.249505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.