Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 58 inbound Pith citation observations for arXiv:2009.05617.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T05:21:43.305665Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
0 of 0 outbound references displayed
External citation measurements
8
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
No outbound reference observations are available for this paper version.
Observation e561a5d5-d118-4f3b-8d96-ed506f5b98af · inbound
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation Unit Test Case Generation with Transformers and Focal Context
Reference 78
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.
Observation dfa44d95-3bb5-49da-ab00-b667b3aed1d7 · inbound
CodeT: Code Generation with Generated Tests Unit Test Case Generation with Transformers and Focal Context
Reference 13
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.
Observation 80f5eba1-24bc-4c29-b130-82e4520d316b · inbound
StarCoder: may the source be with you! Unit Test Case Generation with Transformers and Focal Context
Reference 187
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.
Observation 69f46a6b-00d7-457a-9b17-45e1405e2276 · inbound
CodePori: Large-Scale System for Autonomous Software Development Using Multi-Agent Technology Unit Test Case Generation with Transformers and Focal Context
Reference 51
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.
Observation 95c2c80b-3681-4c45-866e-51e15dca90ef · inbound
ASSERTIFY: Utilizing Large Language Models to Generate Assertions for Production Code Unit Test Case Generation with Transformers and Focal Context
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e4c1a9a-d502-4097-867a-252a28479404 · inbound
What You See Is What You Get: Attention-based Self-guided Automatic Unit Test Generation Unit Test Case Generation with Transformers and Focal Context
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecdca1c7-37e5-48d5-9629-3d5105a10fda · inbound
TDD-Bench Verified: Can LLMs Generate Tests for Issues Before They Get Resolved? Unit Test Case Generation with Transformers and Focal Context
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f44a66f8-05de-45df-bffe-4a2048642683 · inbound
Doc2OracLL: Investigating the Impact of Documentation on LLM-based Test Oracle Generation Unit Test Case Generation with Transformers and Focal Context
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34de0848-e97f-4bec-a5b5-f6366e42e045 · inbound
A Large-scale Empirical Study on Fine-tuning Large Language Models for Unit Testing Unit Test Case Generation with Transformers and Focal Context
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba0236a8-17be-48d6-a6df-7620fb7c6d11 · inbound
Improving the Readability of Automatically Generated Tests using Large Language Models Unit Test Case Generation with Transformers and Focal Context
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c281d67f-7bd5-40a3-8315-2ab8ed3f6d8d · inbound
The Prompt Alchemist: Automated LLM-Tailored Prompt Optimization for Test Case Generation Unit Test Case Generation with Transformers and Focal Context
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 012635fd-3300-45a4-af5e-f45fdeee3ea9 · inbound
On the Generalizability of Transformer Models to Code Completions of Different Lengths Unit Test Case Generation with Transformers and Focal Context
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56cf54df-89e5-42dd-a4ea-60212e12de2e · inbound
Deep Learning-based Code Completion: On the Impact on Performance of Contextual Information Unit Test Case Generation with Transformers and Focal Context
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3abfd09b-6ed1-4df9-9155-f65f3cb784b4 · inbound
Enhancing LLM's Ability to Generate More Repository-Aware Unit Tests Through Precise Contextual Information Injection Unit Test Case Generation with Transformers and Focal Context
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d27f4c8-6766-435a-8af7-a5df139689ff · inbound
Evaluating LLM-Based Regression Test Generation Unit Test Case Generation with Transformers and Focal Context
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 148231df-2362-4366-973e-17f1cf21b886 · inbound
Experience with GitHub Copilot for Developer Productivity at Zoominfo Unit Test Case Generation with Transformers and Focal Context
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc0c94c8-d88f-42dc-856e-d371542b5e1b · inbound
CITYWALK: Enhancing LLM-Based C++ Unit Test Generation via Project-Dependency Awareness and Language-Specific Knowledge Unit Test Case Generation with Transformers and Focal Context
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61f63e1a-084d-4292-aeb0-06054821cb54 · inbound
AsserT5: Test Assertion Generation Using a Fine-Tuned Code Language Model Unit Test Case Generation with Transformers and Focal Context
Reference 22
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 Unit Test Case Generation with Transformers and Focal Context
Reference 16
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 Unit Test Case Generation with Transformers and Focal Context
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 998e83db-b4e3-45a6-aa2c-5d30416cb895 · inbound
Automated Test Generation from Program Documentation Encoded in Code Comments Unit Test Case Generation with Transformers and Focal Context
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e885b23e-ac5b-4ba5-8db4-795031a61dc2 · inbound
A Systematic Literature Review of Parameter-Efficient Fine-Tuning for Large Code Models Unit Test Case Generation with Transformers and Focal Context
Reference 134
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 Unit Test Case Generation with Transformers and Focal Context
Reference 36
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 Unit Test Case Generation with Transformers and Focal Context
Reference 22
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 Unit Test Case Generation with Transformers and Focal Context
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d408555-1f5e-47e6-beb3-4eca09711089 · inbound
Large Language Models for Unit Testing: A Systematic Literature Review Unit Test Case Generation with Transformers and Focal Context
Reference 99
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61b8f1c0-566b-454e-8e95-6151a7c65fd4 · inbound
SemAgent: A Semantics Aware Program Repair Agent Unit Test Case Generation with Transformers and Focal Context
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 777103b3-d166-4ac5-9662-2640fa7e437a · inbound
Re-Evaluating Code LLM Benchmarks Under Semantic Mutation Unit Test Case Generation with Transformers and Focal Context
Reference 6
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 Unit Test Case Generation with Transformers and Focal Context
Reference 55
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.
Observation 4992c2f8-3f2e-4776-8b12-5395b6df2bd2 · inbound
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
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 Unit Test Case Generation with Transformers and Focal Context
Reference 49
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.
Observation b16a92a6-6373-41b9-ba0a-b44d10521a0c · inbound
Generating Project-Specific Test Cases with Requirement Validation Intention Unit Test Case Generation with Transformers and Focal Context
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0474c49-1909-4ea4-b66e-6a6d70d602bd · inbound
Hamster: A Large-Scale Study and Characterization of Developer-Written Tests Unit Test Case Generation with Transformers and Focal Context
Reference 88
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 Unit Test Case Generation with Transformers and Focal Context
Reference 39
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 Unit Test Case Generation with Transformers and Focal Context
Reference 20
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 Unit Test Case Generation with Transformers and Focal Context
Reference 60
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 Unit Test Case Generation with Transformers and Focal Context
Reference 315
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 Unit Test Case Generation with Transformers and Focal Context
Reference 55
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.
Observation de72fb62-fe36-4e6f-8d4a-84d2a790cf86 · inbound
An Iterative Test-and-Repair Framework for Competitive Code Generation Unit Test Case Generation with Transformers and Focal Context
Reference 54
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.
Observation 9213af63-d718-4071-8726-a44a8bf01ce1 · inbound
An Iterative Test-and-Repair Framework for Competitive Code Generation Unit Test Case Generation with Transformers and Focal Context
Reference 56
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 Unit Test Case Generation with Transformers and Focal Context
Reference 40
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.
Observation 41395cc7-1851-4ed9-b0c6-89efc052026a · inbound
From Exploration to Specification: LLM-Based Property Generation for Mobile App Testing Unit Test Case Generation with Transformers and Focal Context
Reference 58
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.
Observation 556020b2-7d2e-4bd2-87d8-b21416815c26 · inbound
Generalizing Test Cases for Comprehensive Test Scenario Coverage Unit Test Case Generation with Transformers and Focal Context
Reference 39
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.
Observation b2c85eec-20ce-42c9-b4e6-1610affa2306 · inbound
PPO guided Agentic Pipeline for Adaptive Prompt Selection and Test Case Generation Unit Test Case Generation with Transformers and Focal Context
Reference 23
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.
Observation 47c57c74-38aa-43f9-a0da-c8458cb67047 · inbound
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
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.
Observation f15ecbde-612b-4e13-8eb3-68a10d745fa1 · inbound
Sakura: An Approach for Generating Complex Tests from Natural Language Test Descriptions Unit Test Case Generation with Transformers and Focal Context
Reference 74
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.
Observation e889990a-a2f2-41ae-84b1-8e7a6c73473c · inbound
Sakura: An Approach for Generating Complex Tests from Natural Language Test Descriptions Unit Test Case Generation with Transformers and Focal Context
Reference 74
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 Unit Test Case Generation with Transformers and Focal Context
Reference 13
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.
Observation 31e64468-25e9-435b-8925-c9dd1c143a01 · inbound
TATG: Tracking-Aware Testing Objective for LLM-based Test Generation Unit Test Case Generation with Transformers and Focal Context
Reference 29
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 Unit Test Case Generation with Transformers and Focal Context
Reference 34
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 Unit Test Case Generation with Transformers and Focal Context
Reference 40
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 Unit Test Case Generation with Transformers and Focal Context
Reference 26
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 Unit Test Case Generation with Transformers and Focal Context
Reference 45
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 Unit Test Case Generation with Transformers and Focal Context
Reference 6
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 Unit Test Case Generation with Transformers and Focal Context
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2f4ae8f-cadd-4194-a745-3f4420ef8f00 · inbound
Do Coverage and Mutation Scores of LLM-Generated Test Suites Correlate with Their Effectiveness? (Replicability Study) Unit Test Case Generation with Transformers and Focal Context
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e65ae34-3fad-41aa-8b69-826be5dae597 · inbound
Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Unit Test Case Generation with Transformers and Focal Context
Reference 66
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 Unit Test Case Generation with Transformers and Focal Context
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.