Paper Citation Record · LEDGER

Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization

As of 10 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 3 inbound Pith citation observations for arXiv:2502.04295.

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

pith.paper-citation-record.v1
2502.04295 v3

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T22:54:48.401800Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T18:53:50.954183Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T08:51:24.275692Z

Reference resolution

13 of 13 outbound references displayed

verified exact0
verified fuzzy4
unresolved8
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1f98dd28-ea11-42ce-a6af-570866133a8c · outbound

This paper cites Please present the results without indicating which action was taken.

Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization Please present the results without indicating which action was taken

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:54:48.598707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1789b50f-0c78-4015-b30b-6cfac78fdd1d · outbound

This paper cites This emphasizes the need for a clear, coherent representation of solutions encompassing complex numbers.

Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization This emphasizes the need for a clear, coherent representation of solutions encompassing complex numbers

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:54:48.521930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 77678b13-d211-4029-80b9-bbe3bb12181e · outbound

This paper cites The answer is: \[<ANSWER>\].

Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization The answer is: \[<ANSWER>\]

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:54:48.504048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation eab58fa0-530a-4676-949f-4acecfdf9729 · outbound

This paper cites an unresolved cited work.

Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-08T22:54:48.625344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 576c3dcf-d89f-4f0f-9031-405a679fc09c · outbound

This paper cites an unresolved cited work.

Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-08T22:54:48.612159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9d32cd98-ed62-4487-961b-e37e0e1a9c23 · outbound

This paper cites question.

Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization question

Reference 10

Resolution: malformed identifier; raw_fallback, observed 2026-08-08T22:54:48.583192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2581bca8-3c18-4893-be59-423619338dcb · outbound

This paper cites an unresolved cited work.

Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-08T22:54:48.552330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 25cab33e-fef3-4dae-b13a-d05a2cb22147 · outbound

This paper cites an unresolved cited work.

Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-08T22:54:48.537289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6d7a6f41-fcc2-402e-8595-edcca71f5e35 · outbound

This paper cites The answer is: <ANSWER>.

Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization The answer is: <ANSWER>

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T22:54:48.567410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a7e2faf5-4811-4654-8224-e496cfeb2c1d · outbound

This paper cites POSIX: A Prompt Sensitivity Index For Large Language Models.

Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization POSIX: A Prompt Sensitivity Index For Large Language Models

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-08T22:54:48.329483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45ce4055-ca60-47ce-8212-3803f47a6797 · outbound

This paper cites Q-Tuning: Queue-based Prompt Tuning for Lifelong Few-shot Language Learning.

Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization Q-Tuning: Queue-based Prompt Tuning for Lifelong Few-shot Language Learning

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-08T22:54:48.335221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96228a50-5f06-4b06-b8b8-270bc8c7727c · outbound

This paper cites Let's Verify Step by Step.

Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization Let's Verify Step by Step

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-08T22:54:48.340711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7efef2b2-85b0-4390-957a-33ec2e23c547 · outbound

This paper cites Evaluating the Zero-shot Robustness of Instruction-tuned Language Models.

Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization Evaluating the Zero-shot Robustness of Instruction-tuned Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-08T22:54:48.347005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 33fe64fa-4389-424d-9191-81cd01363fe1 · inbound

Prompt Orchestration Markup Language cites this paper.

Prompt Orchestration Markup Language Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-05T18:53:50.954183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d79a751-7b9c-486e-9abc-a2f12139fdce · inbound

Knowing How to Edit: Reliable Evaluation Signals for Diagnosing and Optimizing Prompts at Query Level cites this paper.

Knowing How to Edit: Reliable Evaluation Signals for Diagnosing and Optimizing Prompts at Query Level Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T20:29:14.568154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae7d3ba8-64b5-486c-b0b6-e6fc2bdf9b0b · inbound

OMEGA: Optimizing Machine Learning by Evaluating Generated Algorithms cites this paper.

OMEGA: Optimizing Machine Learning by Evaluating Generated Algorithms Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:51:24.277971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.