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Paper Citation Record · LEDGER

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation

As of 18 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 0 inbound Pith citation observations for arXiv:2607.19682.

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

pith.paper-citation-record.v1
2607.19682 v1

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T12:07:44.843061Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

58 of 58 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved58
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0c7a52b1-0b8f-4f67-b94e-ab64fd1cf144 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 1

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no resolver link, observed 2026-08-01T12:07:39.188646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:39.188646Z digest=sha256:f5998cbdc7e14e23407a54d8fa81c29f3176373767ff65e3bc9639da956b0fb2

Observation 8d1b2337-704b-4e73-aaef-ec6873c90bac · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:39.287999Z digest=sha256:ff0290ea53d42485b88fecb732ea45260c259b3e509ace1c4b86ba068a84364a

Observation 67f61adc-06d9-48a8-a68f-70f025690b5f · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:39.504433Z digest=sha256:6330c1d25e29fd5ff749c043b30afd1793106f56e06ec0abd7506c3e62537d5b

Observation 4ede042c-4830-4ce6-8662-82a1e5ba48ef · outbound

This paper cites PowerMock.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation PowerMock

Reference 4

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no resolver link, observed 2026-08-01T12:07:39.584883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:39.584883Z digest=sha256:a392d2138660e3bde847a0557c67bbb8524d158aa9ec41a1d9ea7c79f4eb7550

Observation efb44103-7680-4fad-9773-96f3d853a5c6 · outbound

This paper cites Spock Framework.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Spock Framework

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:39.665521Z digest=sha256:957b57859d6f815028aea3ca69d9d959b140b51cd4974f683cfd2c28a7efeb3f

Observation 1f6c1203-d99d-47ac-82a8-12b55d0335be · outbound

This paper cites Spring Boot Testing.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Spring Boot Testing

Reference 6

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no resolver link, observed 2026-08-01T12:07:39.746893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:39.746893Z digest=sha256:ab479c263291b4604367def814ec38175512f508ca8ccd164f1a67028b95962f

Observation 43213d29-a7f3-4240-99f8-75868f7696d5 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 7

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unresolved
no resolver link, observed 2026-08-01T12:07:39.827384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:39.827384Z digest=sha256:00e11bdc91f600248468938051fda4702d5c2f61f92078635ebfd91aa4c0d4a9

Observation 54bed69f-900f-4620-88d4-05de635c476f · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 8

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no resolver link, observed 2026-08-01T12:07:39.909463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:39.909463Z digest=sha256:9d685eb7f620b3bd769482a6ed62dd8393feca577d86174b3de1ba9db03f9db1

Observation b32fa8e5-71ff-4815-8045-78322c6fefa2 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 9

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no resolver link, observed 2026-08-01T12:07:39.992791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:39.992791Z digest=sha256:f732af793564b6eb4e3f6814f87e9de92bf369ae092f65bee31d27a84ad09caf

Observation 4c7098f1-3729-41f1-815c-97774f323dce · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 10

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:40.074030Z digest=sha256:af1efecc8ea4086efec55ddfb126446375abd073c59dacb285964f6d49c2624c

Observation 14b37e88-a6a0-4a9c-aec3-2ec97de94f8e · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 11

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no resolver link, observed 2026-08-01T12:07:40.127376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:40.127376Z digest=sha256:3bd64db09d56d1ca9e8e56da5e1ff509d8dd0c3ae2945d721b536dc2b2081fb6

Observation 0bc6ad1b-26a1-4878-97dc-4fdd8bb2e0dd · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 12

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no resolver link, observed 2026-08-01T12:07:40.184576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:40.184576Z digest=sha256:66764d04875e5ffe241a12856bacdfd4f9ff80d34e7a8f242c1ff0dea5a1d730

Observation d15f0987-cba8-4eaa-ae3f-02811b8b1a69 · outbound

This paper cites Agentic Bug Reproduction for Effective Automated Program Repair at Google.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Agentic Bug Reproduction for Effective Automated Program Repair at Google

Reference 13

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source=pdf_text observed=2026-08-01T12:07:40.241222Z digest=sha256:08ffc8f9cc8b2bd194ea3470ceceb75c740877c886f6802c71849188817fb9ba

Observation 47964496-fd17-4564-a5fc-0fd6d4b01570 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 14

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no resolver link, observed 2026-08-01T12:07:40.299082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:40.299082Z digest=sha256:4192e7a72b28ed1dfe3eb1e02950eeec64e4055158808c8f61f6fa7c047ebeaf

Observation 7fa84675-b7bb-4c08-926d-20fb88b2d55f · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 15

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no resolver link, observed 2026-08-01T12:07:40.357504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:40.357504Z digest=sha256:73be43f7f043ac50910eec3356b9f677e38730d76098b53cab388d2202e4629f

Observation 48ce1477-bce0-4db8-ac6a-e7c6df6b2058 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 16

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:40.415849Z digest=sha256:5d327e0b0785ef433600008c56f31eea204398ec8fa59e773799771656883409

Observation aa7b17bf-0d62-44ff-b30a-9e58882582b7 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 17

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:40.474136Z digest=sha256:b73a50af7e42306079deef5665cda319ccb1f3ed75388aaa6ca0a5fa0307f810

Observation 35171278-ea28-4b1e-9b87-17d5d4251cdf · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 18

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:40.532111Z digest=sha256:2c91ea34f049dbccaa93f5b1650e3a8d62c0435d8caece959173c37836496178

Observation 76520b09-f32e-410b-90c6-5ca7f688d5a3 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:40.574134Z digest=sha256:92a6ec4752c12d98ea2e94923ea69871ab87476edb5391bc303f93a55be26293

Observation 43292abd-bcf8-4cc5-9a5f-928375669bc7 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 20

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:40.650878Z digest=sha256:8a15c54e0cd78f31602090be18585ecacffbb6d4919f71fb8e8113b655b20a11

Observation d622fac1-4ce9-4402-8929-c3752b63f629 · outbound

This paper cites Brandt, and Andy Zaidman.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Brandt, and Andy Zaidman

Reference 21

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:40.731394Z digest=sha256:1fef7c307c7341885aa60796472d52f284d2ae5b9454df13c6fe92202c32106a

Observation 7e0018ab-3589-42a1-9c73-0631de375f4a · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 22

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:40.814092Z digest=sha256:995ea42c2a4fa33c5d71f5ff6bc099d5d3b72fc51dbdcdb82a17588afa388853

Observation fe6295ac-7d96-4c75-9b68-eff8130a58f2 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 23

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:40.897185Z digest=sha256:607e526cefea237147dbc210e65ffc985bc9e151d9560704770244ea9f2465d6

Observation 7e51a734-69f2-436f-938e-fea1674c0d7d · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 24

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:40.956325Z digest=sha256:26b82f2a71e7495bdafd57ba43a2bb1e81c9247a76aade3a0cc6d30d18ab1007

Observation 9d2db33a-a14d-4650-91b9-4425605c0e51 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 25

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:41.036696Z digest=sha256:326842f54ece6efd757b9ea949b05975c14d539832471dfa9d46ec548aa94f8c

Observation 5649b43a-1921-4870-b555-3f226de3a52c · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 26

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source=pdf_text observed=2026-08-01T12:07:41.117627Z digest=sha256:cbdc8620e3efc54333fc3d527c21a71270d1d23e58e6516808a138dd2c5ece39

Observation 98a91815-fd27-4107-a668-10964a7adbde · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 27

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source=pdf_text observed=2026-08-01T12:07:41.142723Z digest=sha256:2922e9ab9b8b0f593fac1550b66e69f7d94f1f2852de824564d1a75a54a4d9da

Observation 041cfefa-a0da-4e00-b0d1-2456010a160e · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 28

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:41.214278Z digest=sha256:3614c9abb79297a30594790bc792c9438bbf8b44ab00140e511ec6dc5b982da1

Observation d2f2d66e-5150-4114-82e0-ec5b901e5a2a · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 29

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no resolver link, observed 2026-08-01T12:07:41.370602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:41.370602Z digest=sha256:3f6b69b4d91870a4930ac38e282d8dfd8ca570eb007aea8a0ddc4a2ad03e9b6a

Observation 171b8db9-96e1-4fc5-b2f3-063dba3b8877 · outbound

This paper cites CasModaTest: A Cascaded and Model-agnostic Self-directed Framework for Unit Test Generation.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation CasModaTest: A Cascaded and Model-agnostic Self-directed Framework for Unit Test Generation

Reference 30

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:41.492338Z digest=sha256:dc14c06ad1a2c55656735f39a1ba29215d2a428dc833452f21d8a61ad7d5d9bc

Observation 5eb27d67-712d-45b8-aecb-5798ea7462e1 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 31

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no resolver link, observed 2026-08-01T12:07:41.653287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:41.653287Z digest=sha256:905c1970f6c107bedfc97dbbc7ad0a3272d959bf519f35756cc6f6ec020e3fe9

Observation 78062d94-d1d9-42c0-ab7e-9b6e70e09263 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 32

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no resolver link, observed 2026-08-01T12:07:41.811620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:41.811620Z digest=sha256:dcd3b2fca3168e6ac37a4e44746cab72ee838e2d96f60f5bfc957560cb4ddfc6

Observation a08e0216-1e5c-47f6-8734-f69d7e2eeaae · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 33

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no resolver link, observed 2026-08-01T12:07:41.932323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:41.932323Z digest=sha256:10f8210db9c98431895d5084a80f1cb2f4c77907d4317fd33495688221a05680

Observation 190f65e3-ad80-4466-8222-fe7cd234915a · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 34

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no resolver link, observed 2026-08-01T12:07:42.053962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:42.053962Z digest=sha256:1bb3785e4c095d14b324d7d33c900263ddcf539d4e93245422c9497bd7d73b90

Observation 23d1dd2b-504b-41cf-ad67-f2a3a0a19447 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 35

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:42.141202Z digest=sha256:fa0926827c6b5e070ec2e99ee9a226881c6d0190f1da94c6f53f8e9b0e49863f

Observation cc3cbc8f-c685-4839-b866-7dc91120ba96 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 36

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no resolver link, observed 2026-08-01T12:07:42.300427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:42.300427Z digest=sha256:343a471471840dad6c3e52d839c9dc37c1b202805573fe7d001400c247760505

Observation 45408e8c-1f64-4248-aa91-f3581effc7fd · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 37

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no resolver link, observed 2026-08-01T12:07:42.424269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:42.424269Z digest=sha256:13083b0a94807ce1e06770611ca166646c3393daffc970530fd00ffb8ac84cdf

Observation 601b61fd-f073-48bd-a4e6-1b0fe382846f · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 38

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no resolver link, observed 2026-08-01T12:07:42.543455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:42.543455Z digest=sha256:5e693fcaa9bee75e7fd0f73aa8c41164942f97ec07abeb95bdf1399d826ef913

Observation cb1c810d-b79d-4e63-a6ca-cf7417929a2f · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 39

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no resolver link, observed 2026-08-01T12:07:42.668467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:42.668467Z digest=sha256:f485b51d4ec06060b6789ca6e8a2363662977f12d627684bc1fb6638a9ef30dc

Observation 848e410e-9c67-44ab-a1a7-5d2b1421b3c7 · outbound

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

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unit Test Case Generation with Transformers and Focal Context

Reference 40

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no resolver link, observed 2026-08-01T12:07:42.751520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:42.751520Z digest=sha256:b0d262157432f5a5fe40d57fd119ff1b541e1a67058179a57a8f0203ce4b1ab1

Observation 88f7019e-ea71-4211-b3c7-5fcf31f8a107 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 41

Resolution
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no resolver link, observed 2026-08-01T12:07:42.877539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:42.877539Z digest=sha256:30f1a01039e757ffd9ff736f8a2e1bd26a5c2df429ffc141ea4e79d9de726831

Observation 7b1d72f7-b767-4c15-b955-d9902e8991de · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-01T12:07:43.120463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:43.120463Z digest=sha256:3311a26dc9c23d47ec35194c03e5eb33f1928e30d4b44214ea16236feecd678c

Observation 45b182ac-fbf5-4240-ac03-298227f03493 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 43

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no resolver link, observed 2026-08-01T12:07:43.245603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:43.245603Z digest=sha256:81c4ddd3348263ff1d5b85219430e6d72f9b09beccd092436a7eabfc0ba6cae6

Observation d21ef4fb-bc07-421c-b00d-2fdb13505299 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-01T12:07:43.371076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:43.371076Z digest=sha256:e759c160a6ab9cd036a8e53c5ae3086866f805208371486b20fbdf7e953cbc44

Observation 826d37fb-8abe-411a-bc22-84dcd13bd876 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-01T12:07:43.491133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:43.491133Z digest=sha256:e2208bf7160bcefc258598fff23c383c017cdb4fcbca37df2187a30f5231bcb5

Observation dc0632e1-86a2-47ad-8007-53eae021bbb0 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-01T12:07:43.618859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:43.618859Z digest=sha256:905a2601065f0acf1fc82918da8fe1547c3de5b1df04b3800b35e29308574376

Observation 6e5bc723-d903-4cc2-8e60-a3f2814719a1 · outbound

This paper cites Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-01T12:07:43.713584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:43.713584Z digest=sha256:8166c1b5a5410ea75e5feaffa72a3a77f2c78f5a4d440b3e8c23ed64393eac6e

Observation 8a3526ac-2131-49a0-bc0f-52ce29e41d64 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 48

Resolution
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no resolver link, observed 2026-08-01T12:07:43.812111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:43.812111Z digest=sha256:5a4cfdf1c8f720dbd702b2f487531639538c1f573f8b9cd14fd086138f922e49

Observation ef1612bb-f1f6-44ae-a3cd-27421ec52c1c · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-01T12:07:44.007764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:44.007764Z digest=sha256:29e086cfbd08378fd0255acaca6894446320bc74f55a04f58243812c8da65607

Observation 53536314-fb46-45b0-8957-63e554e153b7 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-01T12:07:44.104015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:44.104015Z digest=sha256:5db832f70caae1c8b4538cd71770aad08e4795cafad95843e5c9d1f507aa8fc6

Observation 5a528a5c-d440-4e11-b1b3-a4f16775eaf7 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-01T12:07:44.204056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:44.204056Z digest=sha256:b940e82b018edaa4da698b096bcb0aed2f5f73ced04560065bcc894df2c53624

Observation 317fa032-0bd3-4f66-917b-01608f2b0a11 · outbound

This paper cites On the Evaluation of Large Language Models in Unit Test Generation.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation On the Evaluation of Large Language Models in Unit Test Generation

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-01T12:07:44.319221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:44.319221Z digest=sha256:39f7176076d8509cc2d07f218534f3047b8fda02e4887463864c426c1b430485

Observation b22bbfa3-64b4-43cf-ac1d-8ae499697636 · outbound

This paper cites Enhancing LLM's Ability to Generate More Repository-Aware Unit Tests Through Precise Contextual Information Injection.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Enhancing LLM's Ability to Generate More Repository-Aware Unit Tests Through Precise Contextual Information Injection

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-01T12:07:44.431345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:44.431345Z digest=sha256:7e3c53901f725b90f545cd75bc447f127803f44d5ac46dfefaf54713a517e751

Observation 1a6d2820-d736-4c86-84a3-f773d6c00a40 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-01T12:07:44.538063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:44.538063Z digest=sha256:c37959ff3f122c8213638fd16b80952ad213b32d569693abe1dec7e273198dda

Observation 1a3c2fe6-e2a6-444d-8211-18acd09fa14f · outbound

This paper cites Diffeomorphism covariance of the canonical Barbero-Immirzi-Holst triad theory.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Diffeomorphism covariance of the canonical Barbero-Immirzi-Holst triad theory

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-01T12:07:44.637086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:44.637086Z digest=sha256:ed45d6dc7753b454ed32b62e29bc63e724e9a6c464ddfb43e6e5c0e6d627237e

Observation 1afbef41-ce47-4273-8278-035ac91ab367 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-01T12:07:44.732469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:44.732469Z digest=sha256:45407faf839c857ac47d7f4e69f08edfaa590d9817273a3d2d9e7014b805f616

Observation 7f09d832-c4a8-4efd-b668-4100a48bc107 · outbound

This paper cites an unresolved cited work.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-01T12:07:44.843061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:44.843061Z digest=sha256:80da5de5681790d3aed1e021037628e58b7542c9cfd918ce95c618b095c0e8a0

Observation 386d3403-272e-4e31-821e-872cf6e56678 · outbound

This paper cites A Survey of Reinforcement Learning for Software Engineering.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation A Survey of Reinforcement Learning for Software Engineering

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-01T12:07:43.000377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:07:43.000377Z digest=sha256:1012c01098bae1c2ac05c87d2a2ebf5c45e52b953011096d96efd88138d67a57

Pith citing papers

No inbound Pith citation observations are available.