Paper Citation Record · LEDGER

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation

As of 7 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2507.17271.

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

pith.paper-citation-record.v1
2507.17271 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:57:26.350676Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

36 of 36 outbound references displayed

verified exact0
verified fuzzy0
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 88f8df9e-63d9-4890-a2e0-c5f1466e920b · outbound

This paper cites GPT-4 Technical Report.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T14:57:26.254958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 582c21a0-2408-4162-9ccc-3c9eba92e0c1 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.645737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 36d18981-735c-4c35-bbae-83c2e8c4f99e · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.638846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4f0322c0-267a-4117-8abb-c83335946c55 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.631177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 58b7b5f3-383b-4283-a008-8100341871b3 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.623552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 29f7ebd9-c447-465d-9684-b0298dd4465c · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.616508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a140b603-a0a7-4c45-b38a-494490cb4836 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.609230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e7db831e-b46b-489d-9082-df6cb09d9071 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.600851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fb651e1d-7651-48f8-917d-bde7a46dcde9 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.592543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c3ad2772-bf5c-483f-bcd9-b5b440df637b · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.584994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b43aa821-6979-48b2-8ebd-f51e38bb9cbe · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.577630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 902fb5c3-add0-4e53-bbc2-abc01c43307f · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.570318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 89be917f-5b75-485e-982e-7e2b74722d7b · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.562722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d22ba53d-e67c-45ae-a0b6-a68f7372ad8c · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.554401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d9faed1f-43dc-4326-9fb3-9bf354eb7180 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.547064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9e6108e7-aa46-4ae1-97b9-142977c26dd3 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.538950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f49a4b77-80e1-4e38-b628-ccf4b2176233 · outbound

This paper cites TestART: Improving LLM-based Unit Testing via Co-evolution of Automated Generation and Repair Iteration.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation TestART: Improving LLM-based Unit Testing via Co-evolution of Automated Generation and Repair Iteration

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T14:57:26.298450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71a82519-6bd5-43c0-a7f4-e8e2f028e0dd · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.531591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8a8a698f-a29b-40fd-a078-292c1ebc91a3 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.523518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2480b612-c32c-4c4a-a026-af47296a22a5 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.513806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1d76ee8f-6303-4a08-b601-5bae436939ff · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.505684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9147ed54-36ab-4af7-baff-a3f8e1bed6c8 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.497610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bc346e36-6d61-40c8-962b-bd7d0f82a63f · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.488166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 53e013c8-d2ef-405d-a523-e7b9653b4d66 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.479685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation be6b9ae1-4d09-4404-be3c-0a1447af4d48 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.472130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 20a183fb-b0d5-4f79-ab96-4f035ade9bcf · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.463572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5951478a-d3f0-4819-9d2d-bbe0235cbfa2 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.454115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9d26fd1c-705b-432d-8913-2adfb57b523a · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.445716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4992c2f8-3f2e-4776-8b12-5395b6df2bd2 · outbound

This paper cites Unit Test Case Generation with Transformers and Focal Context.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unit Test Case Generation with Transformers and Focal Context

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T14:57:26.330622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 075d3282-3838-4492-8d3d-1e75628a87b6 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T14:57:26.333363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9990b18c-e16d-4c90-8f28-8f643b72a72e · outbound

This paper cites HITS: High-coverage LLM-based Unit Test Generation via Method Slicing.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation HITS: High-coverage LLM-based Unit Test Generation via Method Slicing

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T14:57:26.336100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 546373c7-8c44-494a-8fee-20ae43066cee · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.432181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7cec4c30-6102-4445-9a6b-9b9d968644e5 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.424180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 41ae2ec5-cdbb-4445-a2d7-04b91e13011d · outbound

This paper cites No More Manual Tests? Evaluating and Improving ChatGPT for Unit Test Generation.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation No More Manual Tests? Evaluating and Improving ChatGPT for Unit Test Generation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T14:57:26.344009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2aaaa58-2b4d-438f-9d5d-dfa28c99437f · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.415639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e3fdbf7b-f250-4758-b7db-c7d68118fce8 · outbound

This paper cites an unresolved cited work.

Seed&Steer: Guiding Large Language Models with Compilable Prefix and Branch Signals for Unit Test Generation Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:57:26.406438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.