Paper Citation Record · LEDGER

More Than a Score: Probing the Impact of Prompt Specificity on LLM Code Generation

As of 23 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2508.03678.

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

pith.paper-citation-record.v1
2508.03678 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T04:17:28.091343Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

13 of 13 outbound references displayed

verified exact0
verified fuzzy2
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 68904f2f-4be3-438d-8097-55df6b788c09 · outbound

This paper cites an unresolved cited work.

More Than a Score: Probing the Impact of Prompt Specificity on LLM Code Generation Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:17:30.260092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 46ec9646-1935-438e-bf03-037ab0463a63 · outbound

This paper cites an unresolved cited work.

More Than a Score: Probing the Impact of Prompt Specificity on LLM Code Generation Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:17:30.113282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3015fac0-07d7-4675-9293-c4f698746a19 · outbound

This paper cites 12 # Response 1.The taxonomy should encode as much generalized information as possible.

More Than a Score: Probing the Impact of Prompt Specificity on LLM Code Generation 12 # Response 1.The taxonomy should encode as much generalized information as possible

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:17:29.579799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c628ab10-e86e-490b-affa-973dad7c0dda · outbound

This paper cites an unresolved cited work.

More Than a Score: Probing the Impact of Prompt Specificity on LLM Code Generation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:17:28.370013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 111de49c-2731-408d-babe-4f1d0fdab92e · outbound

This paper cites an unresolved cited work.

More Than a Score: Probing the Impact of Prompt Specificity on LLM Code Generation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:17:29.926771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6537ae49-b4ed-4220-92ee-430df4579120 · outbound

This paper cites an unresolved cited work.

More Than a Score: Probing the Impact of Prompt Specificity on LLM Code Generation Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:17:29.745939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 355e5944-22e3-4674-8fd2-54d10a6598f9 · outbound

This paper cites an unresolved cited work.

More Than a Score: Probing the Impact of Prompt Specificity on LLM Code Generation Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:17:29.439112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2185468c-a84a-4ae8-9582-17d8fb914b35 · outbound

This paper cites 1.1 Task Goal.

More Than a Score: Probing the Impact of Prompt Specificity on LLM Code Generation 1.1 Task Goal

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:17:29.261973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1cdc03ea-2fdd-4452-bc48-923e2fd38290 · outbound

This paper cites an unresolved cited work.

More Than a Score: Probing the Impact of Prompt Specificity on LLM Code Generation Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:17:29.012470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 20543865-7b08-4048-ad86-4ccece54e5f1 · outbound

This paper cites an unresolved cited work.

More Than a Score: Probing the Impact of Prompt Specificity on LLM Code Generation Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:17:28.782648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 037aa2c4-004f-4a12-957f-f060d45b1b42 · outbound

This paper cites an unresolved cited work.

More Than a Score: Probing the Impact of Prompt Specificity on LLM Code Generation Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:17:28.589483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 87032b3a-e20b-4011-b13f-819736720a83 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

More Than a Score: Probing the Impact of Prompt Specificity on LLM Code Generation Evaluating Large Language Models Trained on Code

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-06T04:17:26.909725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76fba0f0-3ff5-462d-afdb-e33d29663af4 · outbound

This paper cites DS-1000: A Natural and Reliable Benchmark for Data Science Code Generation.

More Than a Score: Probing the Impact of Prompt Specificity on LLM Code Generation DS-1000: A Natural and Reliable Benchmark for Data Science Code Generation

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T04:17:26.982236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.