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Paper Citation Record · LEDGER

A Tool for Generating Exceptional Behavior Tests With Large Language Models

As of 22 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 2026-08-22T06:32:14.747728+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

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:25.541502Z digest=sha256:6451463e7095b02872b86f80839429d2d6b6a32b05ada575564d588ee0a632a8

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:25.627951Z digest=sha256:d8f6ead2a0832045e4d45b8245df1c6c71f0a19b0b3abeb1da4547fcb50d194c

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:25.716413Z digest=sha256:906fee234fe7434f6c9cf8743bf8179f2d81081ca3a868505c1aa4c25d9a0bfb

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:25.801052Z digest=sha256:704854be31330b389f12fda7760ee737fc32154a5e180bf585b991a68fad01e4

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:25.894891Z digest=sha256:3cb0724d8acb8fe9025d0358125182d1f0d68b666ed23c3435f8b6a5bb4cf06f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:26.038048Z digest=sha256:abdbca529024d311a96b33de213970f4d401b8bc3a5187742a10a0b507e510d3

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:26.167497Z digest=sha256:9a45d1d0c4e748ca94f3cb103a683ee0ef7033d6bbd23322cd365d3d7bbfc6ab

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:26.296223Z digest=sha256:f0c874e4d06a41c928fa6f426c74f51da3bbb5ae2dfad6af4aeb0e2e4e9a79fb

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:26.462759Z digest=sha256:26225b981f55176b89118715c2b5efa2bf749b758787614c1de89c20f3ff4a69

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:26.575919Z digest=sha256:e8fab21dd091edd766e46220d32566a53dee256b73e7882086efc625f7af0873

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:26.664746Z digest=sha256:8d9a88f2fd96ca76a00c91f208f6ce0c607a8e51ce7cd15c578b62749c7da075

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:26.835971Z digest=sha256:0e11e0071d3eb0859f019267c81c794251cd6e4119ffd1e573dcd773716f8c4b

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:26.974951Z digest=sha256:6cf93fb1f60a60af7a8ba32381a6c52037d2d12bbbcba2f0143267d2cd19a13b

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:27.053017Z digest=sha256:9558ab8dc5b53e986ec6eeb6741a630211c330563c0bec91c6dd7b875d2b898e

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=sha256:93e81324ad2e7fc7eb675a103297044f48f8fe454df8192a6d1a0d185d7391ed

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:27.222331Z digest=sha256:883a54b274b67f6a61acf70d4d876915755882a0d0f274067b8210e8e2e5b57a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:27.301207Z digest=sha256:89f5e1b85de234e251374cb50d2d6f4a2585c908b67f32d758a714f30dad53d9

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:27.373740Z digest=sha256:12b8175e9ad961389661277f4471a1123e47afa46ab82539ae525e248da33f24

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:becbc503025b850191bcac06a3a85016492c74f2df294d79dda1546431af276c

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=sha256:3cda2d800a8830447363d4f385e8c0a57c36c3356bcef18d198ac520206ea02e

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:27.644274Z digest=sha256:c40969dd4d329246acf345ff20de03606bcacb6ebb5373663ddfa569d75e7133

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:27.711118Z digest=sha256:0d46dd95ae515cebf235f9a401604d69d5b967a3e9c514e11edfa0c907f95100

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:27.785068Z digest=sha256:cb4448e040c68f72aab46c69e00fa8349711e8d9c0609cb2bd7cedbbf44c84b4

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:27.857759Z digest=sha256:7dfbf3a3a8e84565d3ff592677b2e41429ed704b5076016f149fcd08b3b7cc75

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:27.922290Z digest=sha256:07992c104298495df4dba919da34875692cf53c8289694013b1a1ce98a479344

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:27.988602Z digest=sha256:59a6529f1d1844fcd9a64eaaf974f60c2db3e0d1330cb72af4e2218c43a3fc07

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:28.082211Z digest=sha256:88834c572c846d23586d89c9425c46ec56eb8b4f1a09c8c4205ee03d3ba31449

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:28.165206Z digest=sha256:9dca6f82c728c9a3db2952def2e153b90034f0b246819ae545271637e7de643e

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:28.261876Z digest=sha256:5d20529678f8d1eda837ddafbe062ac42043a27e0a219f0acf6a7d6780527741

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:28.362366Z digest=sha256:21d6052e9e11d472812c9d68be9834ee3117037204d8fae85f90c9577616fe61

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:28.524229Z digest=sha256:fa0ba45633e6e956111d769804570416c4201707cec61f30699ecd719741d86b

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:28.462701Z digest=sha256:383473e8453d4f81a93f252432468103351f4daead6049711cc57167cc56188a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:28.768293Z digest=sha256:ba6d47f1ffae45e67cd718731ee4adaf625f9777e18f1a839103135cf65f26c8

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:dd7b5c1ccef919453b83d7978296bf0ea291772a4b18c525458b340ed39fa54b

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=sha256:688d7063c4f4ddd8abfdab893daf8a5f71160383d8908f1724072f8a63117ac0

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:d985ab5bd8a10c94565597411411984c1d9e2d93d298e94c4c4c3f59fb65fc53

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:29.126777Z digest=sha256:c99c6d6f9c6cc8c255379c174691f277ea03ddb6979608bf35db49cce63a3a1e

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:29.188102Z digest=sha256:9d3d636f8605abad07b180291e10f8df7277c7cc54c3f00e2120685cc018aee8

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:28.954354Z digest=sha256:c46473e96ea23473844f67b17cac9dd14b82a750bc1192f2c0e22f8c6953bd75

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=sha256:0b9599eaf46518d7419d10fb9a20d7abd3890eb793355a9fbe4d874c8ead5d27

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:29.374717Z digest=sha256:c5c4f81caafc99b0938d5970cf9b2090ff8a53dd5117e7a5768431a015f623de

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:29.474305Z digest=sha256:ca7c7831edb3bc8a0651b13e1e4902ec4096d60fc54c7c2b457038421e89efe4

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:29.260210Z digest=sha256:7da3d8a551dfa3a3f1a64c83c58e4f6dd96a8a89e2ba3b3476bdc700ebc48af7

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:29.597093Z digest=sha256:0a0012e6552d9cf69c68e82f5649e922759ffacb4fbe4c9da42dbf0fb66924fb

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=sha256:2c79cdf571bde8fa17e8258252007f75b3d9abccfa40f65215bf37a8da072096

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:28.597113Z digest=sha256:ff7c922d9ba60ad0a93b163621170635239f0ffcfd4281a9dbec2a95214e1677

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:c6a111ce3f13bf2a592c0dd1762bac4095c2fc69390dc41a1b6c6b3d9a24487a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T13:04:27.571031Z digest=sha256:a2679e2ebd477209c047b4f9702475196e12f310a5add4c1d3df99697a7d7fa8

Pith citing papers

No inbound Pith citation observations are available.