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Paper Citation Record · LEDGER

A Tool for Generating Exceptional Behavior Tests With Large Language Models

As of 8 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2505.22818.

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

pith.paper-citation-record.v1
2505.22818 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:04:29.597093Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

48 of 48 outbound references displayed

  • verified exact0
  • verified fuzzy13
  • unresolved35
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 55b6a994-f90f-413a-a088-209b72a03b9c · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:36.736719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:25.541502Z digest=sha256:9bc1ff46e2fcccb186209870f9414eef872504ec9d860f26521b579283bde33d

Observation 9c71a0c2-447c-4903-8608-1495b2f0a9d1 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:36.604433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:25.627951Z digest=sha256:4fcca40f81f38f0cfd6cab225fcde9d716b3a785a4fff9e57070aab0ac6f266e

Observation fc36e178-63cc-4bba-b91c-b7525b80b80b · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:36.457539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:25.716413Z digest=sha256:3e1924fb8c05b8245ff317a9791aaf24f5788d7102d1ab1c7c0bbe98e51cbdad

Observation 29445090-7a1f-4172-abe0-7b3eeb1c1f09 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:36.346662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:25.801052Z digest=sha256:65150a476f3017e6ffd0977917c032cefe9887304454cb48c237d3cf0102d55d

Observation 6b69d63b-4098-44a6-9ae2-84b7d4fa2d08 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:36.199809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:25.894891Z digest=sha256:8a0360aed231a9a6c3a8bb0d95e942bdf7a5b6f241dfcd06d071999cae63e2d3

Observation 72afee63-b6eb-450e-908d-5f43e674ffc3 · outbound

This paper cites 2018.Improving readability in automatic unit test generation.

A Tool for Generating Exceptional Behavior Tests With Large Language Models 2018.Improving readability in automatic unit test generation

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:36.039079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:26.038048Z digest=sha256:08344be8d7baf6e8a10db8a06ec0d9cc09ec214b002bacec90ac6cb1f2e516dc

Observation 7f09984a-d165-4429-965e-a3e389053a21 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:35.909202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:26.167497Z digest=sha256:3aa091b2f87cfdda46cc27fa8a3da496e6931f13059311f38322198632ff98d1

Observation a628bc36-0bba-4ad0-b617-bbfd2afc371d · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:35.765884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:26.296223Z digest=sha256:805eaa15f3ca343af0fe1c94f8f90cc40d3074d3d3987581506fbf9088e90e00

Observation 2889230f-58b7-4fbd-bba1-25c02c10da6b · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:35.588127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:26.462759Z digest=sha256:1c16bb11cbd4f421389f9629c6fa41dd9f72b81d15afb52e5786e19587cfbc94

Observation 974ecabd-77ea-4e51-af8b-7d6e6b24a87f · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:35.436266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:26.575919Z digest=sha256:bf55f4e145b3d6bf4e8e6be5ee54d958a448937a96d74d8d80f39f37ede08b33

Observation b382a92d-6f86-43b8-99dc-4f5c4e99cca3 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:35.299928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:26.664746Z digest=sha256:b46a4338d567b4ada08730eb6cd290fe7b415f2e0aa4c3cc941cb830fb51dfeb

Observation dccc930f-2bb2-4c2c-95ff-4d3af80f5c0f · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:35.166173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:26.835971Z digest=sha256:bedeb2a4a73cce4574f9e5dbdc98dfbdd1a82c3b49e7a0a3b958cc4f510c41c5

Observation 7b18fc85-e914-449b-b80b-4ec20036cd0e · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:34.997719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:26.974951Z digest=sha256:862f3135c05f833674a9eb5e6549a7b43b372daceb8c930010fc0ce7f213e08b

Observation 4e22f563-bb58-438c-8e6f-248bf7204e3f · outbound

This paper cites Ernst, and Mauro Pezzè.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Ernst, and Mauro Pezzè

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:34.832790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:27.053017Z digest=sha256:fdb4643f270b8469fd0838750cdcad5edb9f0487c5504a51523b0e8e847f420b

Observation d28de04a-0b97-49ee-9bc7-c03a16c91760 · outbound

This paper cites 2000.The Java language specification.

A Tool for Generating Exceptional Behavior Tests With Large Language Models 2000.The Java language specification

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T13:04:27.141079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:04:27.141079Z digest=sha256:1e9780ef36fbb3c7f2f9f2668e80bed56aeeeaac7e1cee114f34984d2dccbbac

Observation 479e212a-903d-4944-87d3-87b16b1afcea · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:34.653074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:27.222331Z digest=sha256:69e97aab6dea53b4e3de5f1b366794204132b311a7894047c0ce5b106eb271eb

Observation c9544c81-bfb4-4845-8f63-cddb9891d13b · outbound

This paper cites 2003.C# language specifi- cation.

A Tool for Generating Exceptional Behavior Tests With Large Language Models 2003.C# language specifi- cation

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:34.462380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:27.301207Z digest=sha256:9cda453b8f8ceda75d4e2d50ee2e70ddd8b53266d09b161a629218503fbdf553

Observation 1f01c2ca-dfdf-4656-a333-3e41804660e8 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:34.314329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:27.373740Z digest=sha256:e1af4f1552f2fde7c99684377d353a1aac03654f33226289fd6ba44f6aaba5b8

Observation 058f41d1-e4e2-4a83-b3b0-f63badda4c3b · outbound

This paper cites CodeSearchNet Challenge: Evaluating the State of Semantic Code Search.

A Tool for Generating Exceptional Behavior Tests With Large Language Models CodeSearchNet Challenge: Evaluating the State of Semantic Code Search

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T13:04:27.440835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:04:27.440835Z digest=sha256:1567615bf09a6db14010ecd7ab410891196bd369e4827dbfa66083bd13ac445c

Observation 628574e2-005e-40ef-a2ed-bf38247917ba · outbound

This paper cites Lahiri, and Siddhartha Sen.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Lahiri, and Siddhartha Sen

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T13:04:27.489175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:04:27.489175Z digest=sha256:574391678119d9df89288a11465d2adbb0aa35f10232ff7a79a058007020a5dd

Observation 725cb341-0031-449b-a6a5-7124495ad8f7 · outbound

This paper cites Lima, Lincoln S.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Lima, Lincoln S

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:33.957746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:27.644274Z digest=sha256:fb78109a07ef6db2052901f505a55a07f788323b3c3b7e75da775a88177443fd

Observation e4478e31-fe7a-4b8f-89cb-85cf867934e1 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:33.841309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:27.711118Z digest=sha256:b918df5657c9d6d1497084e4d1484f124fc214d93c183981c4f0d9bbff7821f6

Observation 3cec74f0-0ae2-4e97-8784-acc65395e1e6 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:33.691008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:27.785068Z digest=sha256:dd5ba786ab2fea07487ff0c14b7bc2f621ea197b983e26d771204fc6513944cb

Observation 82f1566c-afbb-4261-bda6-fd9a09518af3 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:33.554149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:27.857759Z digest=sha256:93178c6971e041126874e4ede82e752fcae0e59b7d9a96c7d1486ac22dd51262

Observation ee210f32-fa23-4752-bfb9-50858110b828 · outbound

This paper cites 2023.Machine learning for executable code in software testing and verification.

A Tool for Generating Exceptional Behavior Tests With Large Language Models 2023.Machine learning for executable code in software testing and verification

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:33.369457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:27.922290Z digest=sha256:74e2ee09601afdc47e088be7ea517c17ec7d80484069bcc2439859bc20477cea

Observation d16a1898-0333-4862-9399-87a2920c0407 · outbound

This paper cites Mooney, and Milos Gligoric.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Mooney, and Milos Gligoric

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:33.256472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:27.988602Z digest=sha256:7ae736d18097ef00fde9ad5917a88717b562b6541f4989747ef7e98ed1d1b354

Observation 0e41afd7-7651-4c7f-8f8a-a319d24c1b0c · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:33.097096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:28.082211Z digest=sha256:772bb36eabf7abe85c8c8c514c4db7c1e76c9d814574a5cbf2c3072255f8c21e

Observation ce4c7a8a-89ea-4e73-9651-a8556b5bf52c · outbound

This paper cites Lahiri, Michael D.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Lahiri, Michael D

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:32.950392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:28.165206Z digest=sha256:b1c6a8276d0be8d2879794a126fe5bf41317c4d9b658ffe68ee86e26c9e0fc41

Observation ad19f760-08c9-4065-be16-a8c39fc5a822 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:32.827957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:28.261876Z digest=sha256:4defa35f65e914fa06455e80537824afda8ba226027c8caa7b26c662f9820a5a

Observation 1eded158-1760-4de6-ad9c-6b2d945f7912 · outbound

This paper cites Hellendoorn.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Hellendoorn

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:32.671841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:28.362366Z digest=sha256:ce8df903efda6d6dde139512f6bebbdc5cc1542e65fabe7e7861ac99f510383c

Observation f4bbe604-2d79-485d-baac-e7c8beeb54e6 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:32.426370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:28.524229Z digest=sha256:faa30afea7756c72a9388142967159c1a20a2e925506f7ea0ad3b38502a4305f

Observation cc430a96-2ef4-404c-a95a-9fca77a5beff · outbound

This paper cites InAutomated Software Engineering.

A Tool for Generating Exceptional Behavior Tests With Large Language Models InAutomated Software Engineering

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:32.563474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:28.462701Z digest=sha256:f23001ddde0433151df78abded1ba6f4135d5dd2d282421ea611e0d8f2435123

Observation 5e39ba47-4a05-46e0-861d-42cb3ed341d6 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:32.007368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:28.768293Z digest=sha256:9efd0c7f3a4bcd49584626aeae3330a064df27e5f68c759d379ae37f3b294b8d

Observation 40f6ec63-b4c8-44da-8db5-47942aa90953 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T13:04:28.826657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:04:28.826657Z digest=sha256:334060f06ea4f294e6d28cbdbe3857178ef8411d99e92fcb0ae3e8000bf91865

Observation 661f0661-91dc-4d6a-9464-7e5d1ea47838 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Code Llama: Open Foundation Models for Code

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T13:04:28.692257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:04:28.692257Z digest=sha256:04717fa6d44d71e9d27e7c6452638d0669e3abf61545ef10d360f357f4f45a01

Observation 441080ed-79e2-4393-b200-40efc524c6a5 · outbound

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

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unit Test Case Generation with Transformers and Focal Context

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T13:04:29.031949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:04:29.031949Z digest=sha256:a0745bfc1c08904746b9bcf59d2ada692b0733bf8c4f9531ceb2fa8915771257

Observation 538c326d-a267-4ecf-bac0-8171d384198c · outbound

This paper cites 2010.The Python language reference.

A Tool for Generating Exceptional Behavior Tests With Large Language Models 2010.The Python language reference

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:31.408297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:29.126777Z digest=sha256:2fc48fef381c6d2ff9291a0b2bede979553a6c7d734a52ce1ac6536eaca0fda0

Observation b9f77dfb-3cc8-4d24-aa44-8bafdb61cd19 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:31.170464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:29.188102Z digest=sha256:3df2a648eee82d324a60fd24cd5a36145e91677f5901010584c9b0962d09ca37

Observation 1cb59ed8-e866-4d42-ba77-7e1f157fc6c0 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:31.698973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:28.954354Z digest=sha256:ad638ea3f421ab060efcdb0b3fa0ccbfe823edd15346089c8d9a2d0e86c86083

Observation c1c2bfbd-c383-44a5-bf99-1a439ec56a75 · outbound

This paper cites Finetuned Language Models Are Zero-Shot Learners.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Finetuned Language Models Are Zero-Shot Learners

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T13:04:29.328901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:04:29.328901Z digest=sha256:504f63d31509307eed35344ab8ce13aea14fa685d4c19d5e192bd8edde3d5382

Observation ffafca41-62e1-4162-8dcd-8aedd2cee431 · outbound

This paper cites Rødseth, tusharhero, Eli Bendersky, Lei Jitang, and Mraiser.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Rødseth, tusharhero, Eli Bendersky, Lei Jitang, and Mraiser

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:30.650023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:29.374717Z digest=sha256:e17d7e713c9548efb9b1df1b5fe4ddb777672079599dcd1e362806127fd4a0f8

Observation ef8bd1fd-4eda-4764-8e78-0141ea8cd4bc · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:30.319168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:29.474305Z digest=sha256:79c8679f1105dad4ab8a4d621f16662f4672817c03f015b504ba2377dfd31ca2

Observation a240b331-1168-438f-8618-ce3ea07413ef · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:30.977483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:29.260210Z digest=sha256:9268ec81d87089f5cbc3961c1308b445dad9de8d3dd42a3f0ee9229a6dda5189

Observation 74ce9bf7-b3f6-4bb4-975e-7795a229d4e3 · outbound

This paper cites an unresolved cited work.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:30.072217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:29.597093Z digest=sha256:635d2a7e7bbf02a85057b36d3ee5bd3f9d1e759aa54f58e675afe8526da7c2da

Observation df18f0ed-77d4-4c0e-85df-18a1a9d82bb6 · outbound

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

A Tool for Generating Exceptional Behavior Tests With Large Language Models No More Manual Tests? Evaluating and Improving ChatGPT for Unit Test Generation

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T13:04:29.535367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:04:29.535367Z digest=sha256:450815d119ea4e3ad07fbf4c2ee7b86ad1316ecf72d708bfea1affe1415edead

Observation 410c02c9-d0cb-42c0-91fc-f35b631345e1 · outbound

This paper cites InAutomated Software Engineering.

A Tool for Generating Exceptional Behavior Tests With Large Language Models InAutomated Software Engineering

Reference 2011

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:32.241003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:28.597113Z digest=sha256:4a344e1c00302fdafa8f6d28f396aef58598a373a03d6b799d0b9558d5fe1cac

Observation 9f4c869d-37fe-466a-bff4-bfc15541fcc2 · outbound

This paper cites Multitask Prompted Training Enables Zero-Shot Task Generalization.

A Tool for Generating Exceptional Behavior Tests With Large Language Models Multitask Prompted Training Enables Zero-Shot Task Generalization

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-07T13:04:28.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:04:28.884254Z digest=sha256:5d27332fd4a0584dc6019b680d7a36701f5252b3cdf9c75c15b52b681ab93cc1

Observation 2a13e9ba-a18a-4f34-b939-6fd14dfbc60f · outbound

This paper cites InInternational Conference on Software Engineering.

A Tool for Generating Exceptional Behavior Tests With Large Language Models InInternational Conference on Software Engineering

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:34.183414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:04:27.571031Z digest=sha256:0859e9c11e19d93587451b21d68246b007cb0141f3569d371164870440c70375

Pith citing papers

No inbound Pith citation observations are available.