Paper Citation Record · LEDGER

Unit Test Case Generation with Transformers and Focal Context

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 37 inbound Pith citation observations for arXiv:2009.05617.

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

pith.paper-citation-record.v1
2009.05617 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 37 of 37 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T11:26:45.965944Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

8
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation e561a5d5-d118-4f3b-8d96-ed506f5b98af · inbound

CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation cites this paper.

CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation Unit Test Case Generation with Transformers and Focal Context

Reference 78

Resolution: verified exact; arxiv_id, observed 2026-05-15T11:40:02.651468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dfa44d95-3bb5-49da-ab00-b667b3aed1d7 · inbound

CodeT: Code Generation with Generated Tests cites this paper.

CodeT: Code Generation with Generated Tests Unit Test Case Generation with Transformers and Focal Context

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T23:55:14.757739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 80f5eba1-24bc-4c29-b130-82e4520d316b · inbound

StarCoder: may the source be with you! cites this paper.

StarCoder: may the source be with you! Unit Test Case Generation with Transformers and Focal Context

Reference 187

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T23:33:00.299225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 69f46a6b-00d7-457a-9b17-45e1405e2276 · inbound

CodePori: Large-Scale System for Autonomous Software Development Using Multi-Agent Technology cites this paper.

CodePori: Large-Scale System for Autonomous Software Development Using Multi-Agent Technology Unit Test Case Generation with Transformers and Focal Context

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-24T03:58:51.472964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 61f63e1a-084d-4292-aeb0-06054821cb54 · inbound

AsserT5: Test Assertion Generation Using a Fine-Tuned Code Language Model cites this paper.

AsserT5: Test Assertion Generation Using a Fine-Tuned Code Language Model Unit Test Case Generation with Transformers and Focal Context

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T11:26:45.965944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2bb5847-e96a-4650-916a-8485d8617a98 · inbound

pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods cites this paper.

pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Unit Test Case Generation with Transformers and Focal Context

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T20:07:29.368435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebb79ddf-1a70-418f-9f57-6128893ddb9f · inbound

CLOVER: A Test Case Generation Benchmark with Coverage, Long-Context, and Verification cites this paper.

CLOVER: A Test Case Generation Benchmark with Coverage, Long-Context, and Verification Unit Test Case Generation with Transformers and Focal Context

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T23:42:26.068366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

A Tool for Generating Exceptional Behavior Tests With Large Language Models cites this paper.

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.

Observation 01f43c59-c2da-4d6b-9dda-04efd20c74ff · inbound

Leveraging GPT-4 for Vulnerability-Witnessing Unit Test Generation cites this paper.

Leveraging GPT-4 for Vulnerability-Witnessing Unit Test Generation Unit Test Case Generation with Transformers and Focal Context

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T04:08:36.380094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a362e75d-eb7b-4d96-a0fe-f4c181f31073 · inbound

Quality Assessment of Python Tests Generated by Large Language Models cites this paper.

Quality Assessment of Python Tests Generated by Large Language Models Unit Test Case Generation with Transformers and Focal Context

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T00:22:56.344629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3704149f-abd9-4354-8797-c89fb96aa3d8 · inbound

Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback cites this paper.

Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback Unit Test Case Generation with Transformers and Focal Context

Reference 55

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T08:37:11.665580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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

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

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 b45df016-8c1e-4dec-abdf-7a81db9bbef7 · inbound

Generating Project-Specific Test Cases with Requirement Validation Intention cites this paper.

Generating Project-Specific Test Cases with Requirement Validation Intention Unit Test Case Generation with Transformers and Focal Context

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-19T03:17:00.776061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a0474c49-1909-4ea4-b66e-6a6d70d602bd · inbound

Hamster: A Large-Scale Study and Characterization of Developer-Written Tests cites this paper.

Hamster: A Large-Scale Study and Characterization of Developer-Written Tests Unit Test Case Generation with Transformers and Focal Context

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-04T13:35:41.866183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 960335a0-9fe3-41de-b86a-850c04db48ae · inbound

Knowledge Matters: Injecting Project and Testing Knowledge into LLM-based Unit Test Generation cites this paper.

Knowledge Matters: Injecting Project and Testing Knowledge into LLM-based Unit Test Generation Unit Test Case Generation with Transformers and Focal Context

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T21:41:45.018842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27d971da-d793-4d5b-9335-8bd676566afa · inbound

SAGE: Semantic-Aware Gray-Box Game Regression Testing with Large Language Models cites this paper.

SAGE: Semantic-Aware Gray-Box Game Regression Testing with Large Language Models Unit Test Case Generation with Transformers and Focal Context

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T19:29:33.290066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19a72344-ed94-4974-95bd-36ac266237a0 · inbound

Compiling Large Multi-Modal Requirement Documents into Runnable Software Systems: From an Agentic Test-Driven Perspective cites this paper.

Compiling Large Multi-Modal Requirement Documents into Runnable Software Systems: From an Agentic Test-Driven Perspective Unit Test Case Generation with Transformers and Focal Context

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-02T23:31:16.765590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bf828a6-20dd-47af-9ad0-07404e8730fc · inbound

SpecMind: Cognitively Inspired, Interactive Multi-Turn Framework for Postcondition Inference cites this paper.

SpecMind: Cognitively Inspired, Interactive Multi-Turn Framework for Postcondition Inference Unit Test Case Generation with Transformers and Focal Context

Reference 315

Resolution: unresolved; no resolver link, observed 2026-08-02T21:21:36.947026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43fecba5-2865-4bc4-af58-3d977b39eba9 · inbound

TestDecision: Sequential Test Suite Generation via Greedy Optimization and Reinforcement Learning cites this paper.

TestDecision: Sequential Test Suite Generation via Greedy Optimization and Reinforcement Learning Unit Test Case Generation with Transformers and Focal Context

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-13T21:38:18.776371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation de72fb62-fe36-4e6f-8d4a-84d2a790cf86 · inbound

An Iterative Test-and-Repair Framework for Competitive Code Generation cites this paper.

An Iterative Test-and-Repair Framework for Competitive Code Generation Unit Test Case Generation with Transformers and Focal Context

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:35:48.607668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9213af63-d718-4071-8726-a44a8bf01ce1 · inbound

An Iterative Test-and-Repair Framework for Competitive Code Generation cites this paper.

An Iterative Test-and-Repair Framework for Competitive Code Generation Unit Test Case Generation with Transformers and Focal Context

Reference 56

Resolution: unresolved; no resolver link, observed 2026-07-13T09:22:44.557413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 363a8ea4-4e07-4add-b688-d2e34067b10a · inbound

Enhancing Program Repair with Specification Guidance and Intermediate Behavioral Signals cites this paper.

Enhancing Program Repair with Specification Guidance and Intermediate Behavioral Signals Unit Test Case Generation with Transformers and Focal Context

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:26:04.585404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 41395cc7-1851-4ed9-b0c6-89efc052026a · inbound

From Exploration to Specification: LLM-Based Property Generation for Mobile App Testing cites this paper.

From Exploration to Specification: LLM-Based Property Generation for Mobile App Testing Unit Test Case Generation with Transformers and Focal Context

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-10T14:10:29.214716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 556020b2-7d2e-4bd2-87d8-b21416815c26 · inbound

Generalizing Test Cases for Comprehensive Test Scenario Coverage cites this paper.

Generalizing Test Cases for Comprehensive Test Scenario Coverage Unit Test Case Generation with Transformers and Focal Context

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:46:09.238527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b2c85eec-20ce-42c9-b4e6-1610affa2306 · inbound

PPO guided Agentic Pipeline for Adaptive Prompt Selection and Test Case Generation cites this paper.

PPO guided Agentic Pipeline for Adaptive Prompt Selection and Test Case Generation Unit Test Case Generation with Transformers and Focal Context

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T15:46:39.805439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 47c57c74-38aa-43f9-a0da-c8458cb67047 · inbound

FeedbackLLM: Metadata driven Multi-Agentic Language Agnostic Test Case Generator with Evolving prompt and Coverage Feedback cites this paper.

FeedbackLLM: Metadata driven Multi-Agentic Language Agnostic Test Case Generator with Evolving prompt and Coverage Feedback Unit Test Case Generation with Transformers and Focal Context

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T16:46:07.805111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f15ecbde-612b-4e13-8eb3-68a10d745fa1 · inbound

Sakura: An Approach for Generating Complex Tests from Natural Language Test Descriptions cites this paper.

Sakura: An Approach for Generating Complex Tests from Natural Language Test Descriptions Unit Test Case Generation with Transformers and Focal Context

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:42:29.416232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e889990a-a2f2-41ae-84b1-8e7a6c73473c · inbound

Sakura: An Approach for Generating Complex Tests from Natural Language Test Descriptions cites this paper.

Sakura: An Approach for Generating Complex Tests from Natural Language Test Descriptions Unit Test Case Generation with Transformers and Focal Context

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-04T04:56:44.309506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2180aea-9bfb-4910-9f12-3ce0b6447abb · inbound

Leveraging Large Language Models to Obscure Code Stylometry: A Comparative Study of GPT-3.5 and GPT-4 cites this paper.

Leveraging Large Language Models to Obscure Code Stylometry: A Comparative Study of GPT-3.5 and GPT-4 Unit Test Case Generation with Transformers and Focal Context

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T09:09:43.436419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 31e64468-25e9-435b-8925-c9dd1c143a01 · inbound

TATG: Tracking-Aware Testing Objective for LLM-based Test Generation cites this paper.

TATG: Tracking-Aware Testing Objective for LLM-based Test Generation Unit Test Case Generation with Transformers and Focal Context

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-12T04:13:54.470954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4032237a-4c66-4c9a-93f1-a3a0cef201f1 · inbound

Teaching Code LLMs to Reason with Intermediate Formal Specifications cites this paper.

Teaching Code LLMs to Reason with Intermediate Formal Specifications Unit Test Case Generation with Transformers and Focal Context

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-11T20:47:20.640887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8b262c3-1f9d-45e3-a986-91bc255631ab · inbound

SCATE: Learning to Supervise Coding Agents for Cost-Effective Test Generation cites this paper.

SCATE: Learning to Supervise Coding Agents for Cost-Effective Test Generation Unit Test Case Generation with Transformers and Focal Context

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-13T01:15:01.090791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df0a4b28-ea4b-41f8-ab34-c008fb48efc6 · inbound

Multi-Agent LLM Collaboration for Unit Test Generation via Human-Testing-Inspired Workflows cites this paper.

Multi-Agent LLM Collaboration for Unit Test Generation via Human-Testing-Inspired Workflows Unit Test Case Generation with Transformers and Focal Context

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-13T05:24:45.090529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d06c5391-b8d0-4540-85ec-5d62305a1054 · inbound

ReProAgent: Tool-Augmented Multi-Stage Agentic Generation of Bug Reproduction Tests from Issue Reports cites this paper.

ReProAgent: Tool-Augmented Multi-Stage Agentic Generation of Bug Reproduction Tests from Issue Reports Unit Test Case Generation with Transformers and Focal Context

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-13T05:15:19.862435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5409bb10-9d28-4739-b390-dc2469672848 · inbound

Quantize with Confidence? An Empirical Study of Quantization for Code Generation cites this paper.

Quantize with Confidence? An Empirical Study of Quantization for Code Generation Unit Test Case Generation with Transformers and Focal Context

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T03:32:47.289669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation cites this paper.

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

Reference 40

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f762324-ebcf-4ba5-838a-6ce47d8dbb65 · inbound

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation cites this paper.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Unit Test Case Generation with Transformers and Focal Context

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T22:54:22.589524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.