Paper Citation Record · LEDGER

PLHF: Prompt Optimization with Few-Shot Human Feedback

As of 21 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2505.07886.

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

pith.paper-citation-record.v1
2505.07886 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:36:44.749275Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

39 of 39 outbound references displayed

verified exact0
verified fuzzy1
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5499b14a-1ee8-4af6-b92e-9adb2726fe5c · outbound

This paper cites GPT-4 Technical Report.

PLHF: Prompt Optimization with Few-Shot Human Feedback GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.594834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00f3183a-3bf5-4340-be34-8052c686844b · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:36:45.198778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2694aa84-2156-4cb7-a958-e96799edadfb · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.603468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8eefca1-ac0c-4e36-8530-be0fd19dd34b · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:36:45.177645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9ceddec8-ee06-4ba0-85ec-864eb044433c · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:36:45.164294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5d52a647-5800-4f1d-b00d-bf4ad610997b · outbound

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

PLHF: Prompt Optimization with Few-Shot Human Feedback Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.616226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 064b0b84-444b-4458-8279-e04bb86d2518 · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.621018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4effb38-d3c6-4c2d-9a28-eb39e29289de · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.624968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5ba6d63-fa51-41ea-bd5b-e2e0de4b51c9 · outbound

This paper cites EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers.

PLHF: Prompt Optimization with Few-Shot Human Feedback EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.628954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39da854c-c443-45dc-9701-9ff5773c6b1b · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:36:45.135096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9d25ccf3-403b-43d8-8bca-4814435631c1 · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:36:45.122250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1c128bad-fda8-46fc-9b5a-844cc9d3ed09 · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.640871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67b7c230-d0dd-4331-be6a-041b34ee3335 · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.644811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2030cac4-656a-4f31-95f2-c5614a17aaf4 · outbound

This paper cites Reinforcement Learning with Human Feedback: Learning Dynamic Choices via Pessimism.

PLHF: Prompt Optimization with Few-Shot Human Feedback Reinforcement Learning with Human Feedback: Learning Dynamic Choices via Pessimism

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.648590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93cdfaf0-3f2c-46dd-8352-90815744a8c5 · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.652740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cd75cdd-80a1-4c4e-9130-67a972f4f11b · outbound

This paper cites Prompt Optimization with Human Feedback.

PLHF: Prompt Optimization with Few-Shot Human Feedback Prompt Optimization with Human Feedback

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.656809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebdfe1dd-6f29-4cf9-bdd4-7642abf69ab5 · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.661018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a03c118-679f-4533-b91a-336cca00d1a1 · outbound

This paper cites The Natural Language Decathlon: Multitask Learning as Question Answering.

PLHF: Prompt Optimization with Few-Shot Human Feedback The Natural Language Decathlon: Multitask Learning as Question Answering

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.664863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 831aabbe-129e-4c79-aea1-40a63acc79f9 · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:36:45.075680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 44b45870-a5a2-4f4f-a7e6-ea7cdec2ccc4 · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.673009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41a24482-29a1-4871-af43-aeb3fbd2ae26 · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:36:45.054518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f098761b-b42e-4f29-8092-b56d835c9c1f · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.681042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a87dfb2-a625-4887-abb3-684c1dfc2904 · outbound

This paper cites gradient descent.

PLHF: Prompt Optimization with Few-Shot Human Feedback gradient descent

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:36:45.032790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation aaaee455-57a4-49fb-a6e2-4fbaaa55e7f7 · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:36:45.019669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 01c4d22b-ea2a-4fd6-a489-e448c400a9ad · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.692757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f603fea-871d-4109-b9cf-0b3922293f8c · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:36:44.998463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d513ef4f-54ad-455b-84e5-900ba8ee96db · outbound

This paper cites Fine-tuning Large Language Model (LLM) Artificial Intelligence Chatbots in Ophthalmology and LLM-based evaluation using GPT-4.

PLHF: Prompt Optimization with Few-Shot Human Feedback Fine-tuning Large Language Model (LLM) Artificial Intelligence Chatbots in Ophthalmology and LLM-based evaluation using GPT-4

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.700492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb9b0476-0f08-49c4-bba5-3731120b4d4e · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:36:44.985376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bdc514a7-13fc-4b6f-a0ec-aa127668eeaa · outbound

This paper cites Is ChatGPT a Good NLG Evaluator? A Preliminary Study.

PLHF: Prompt Optimization with Few-Shot Human Feedback Is ChatGPT a Good NLG Evaluator? A Preliminary Study

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.708805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b60f6d7-f094-4b97-adc2-7c7388a3d76a · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.712778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c77b4640-3daa-4c59-9c19-6d36d4487be4 · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.716678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef85c006-9ac7-4606-8733-3546d045b88c · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.720712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fb74bfb-007e-4d97-b595-77970c407fde · outbound

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

PLHF: Prompt Optimization with Few-Shot Human Feedback TextGrad: Automatic "Differentiation" via Text

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.724438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dea4b0f-fb57-4418-8c64-5d357b7abe49 · outbound

This paper cites Gonzalez.

PLHF: Prompt Optimization with Few-Shot Human Feedback Gonzalez

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.728751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f61bd695-4ac6-4968-a9e4-b59fe00cd0ed · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.732627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0355b629-1d27-462a-ba42-fe08a74cb85e · outbound

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

PLHF: Prompt Optimization with Few-Shot Human Feedback Large Language Models Are Human-Level Prompt Engineers

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.736857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bed953a4-6bd3-44f3-84d3-78b663f967c6 · outbound

This paper cites an unresolved cited work.

PLHF: Prompt Optimization with Few-Shot Human Feedback Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:36:44.930897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1c0e38aa-151b-4df3-8e57-4efaedde2514 · outbound

This paper cites online" 'onlinestring :=.

PLHF: Prompt Optimization with Few-Shot Human Feedback online" 'onlinestring :=

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.744766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 990c8d72-a94c-42e9-81d8-735ba45ce896 · outbound

This paper cites write newline.

PLHF: Prompt Optimization with Few-Shot Human Feedback write newline

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T22:36:44.749275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.