Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:00:46.224505Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2506.11081.
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, observed 2026-08-07T11:00:46.224505Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c1904f23-2b0d-4866-869c-36eaead9ad42 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs An orchestrated survey of methodologies for automated software test case generation,
Reference 1
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.
Observation af72d2ec-1c91-4f20-91d1-78805f62a464 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs EvoSuite: Automatic test suite generation for object-oriented software,
Reference 2
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.
Observation b7a36ba4-a04c-4016-9bcf-fce83549b84d · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs CodeNet: A large-scale AI for code dataset for learning a diversity of coding tasks,
Reference 3
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.
Observation 0bf1ca86-749b-4db0-8eb2-32e1d846a94f · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs RePair: Automated program repair with process-based feedback,
Reference 4
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.
Observation 3e97ef45-2043-4364-b4ac-9d276b799db6 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Predicting patch correctness based on the similarity of failing test cases,
Reference 5
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.
Observation 5ab994a6-c732-4009-96c4-968848db4909 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Effective test generation using pre-trained large language models and mutation testing,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bca512b3-0018-45bf-8cfc-45a8d1f252e4 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation,
Reference 7
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.
Observation 25265aa3-491a-4d89-8d6a-eabe744e28ed · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21b6469a-4138-47f9-b56a-836647e62e23 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Scaling instruction-finetuned language models,
Reference 9
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.
Observation 9ca01017-dde1-43e8-b661-cefe8d6e0f5d · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Codegen: An open large language model for code with multi-turn program synthesis,
Reference 10
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.
Observation 529c8898-03cb-4257-856c-892cf16001e2 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs What makes large language models reason in (multi- turn) code generation?
Reference 11
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.
Observation 1355c2d4-0a77-4f29-b3c1-e47e767baf6d · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Gramatron: Effective grammar-aware fuzzing,
Reference 12
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.
Observation 003f971e-f1f2-4b0d-94ed-8ee5eeab633a · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e686364-b271-42d4-bd40-7afb5f961bb7 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Proximal Policy Optimization Algorithms
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 767184ef-eb0f-4e7d-9cf1-cd5acb1296bd · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Competition- level code generation with AlphaCode,
Reference 15
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.
Observation fe448d47-1b22-4e2d-96e3-1cd117d3d477 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Gemma: Open Models Based on Gemini Research and Technology
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eaecf0cf-f3f3-4219-9931-37f87ded6c8c · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Qwen Technical Report
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68eaa25e-f62a-4a80-973c-584b7e1ee4e8 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs The Llama 3 Herd of Models
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0e2df84-4b3d-4d78-b283-059ae94aae0d · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs StarCoder 2 and The Stack v2: The Next Generation
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42f59f4f-6992-4426-bc19-3a1b3b4a7624 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Mistral 7B
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c276213-d64f-4405-8a65-9114d2da7235 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 348b2ba7-eb44-4d0d-ab62-fcabc1c603f3 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Mistral 7B
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb182ff8-cf04-4b90-b500-e75c779bee35 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Codet: Code generation with generated tests,
Reference 23
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.
Observation 9466962b-45e9-4086-b6c0-3c912e371af4 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs TestAug: A framework for augmenting capability-based NLP tests,
Reference 24
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.
Observation 232477cf-05a4-4641-ad9a-aeb4b312fac2 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs TestBench: Evaluating Class-Level Test Case Generation Capability of Large Language Models
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49e12468-c6e9-48fb-adcb-6562f20de7e5 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Automated unit test improvement using large language models at meta,
Reference 27
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.
Observation 6594b765-ce89-4a06-adf4-09b0f054aea8 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Learning deep semantics for test completion,
Reference 28
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.
Observation 94da7502-cee6-4f3a-bcae-ec3e229e15b2 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Testspark: Intellij idea’s ultimate test generation companion,
Reference 29
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.
Observation 48c9b081-415b-456b-b727-1b4e39ad7f61 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs An Empirical Evaluation of Using Large Language Models for Automated Unit Test Generation
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73962f0b-50be-4280-bd9a-639bfb0adb60 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs EffiBench-X: A Multi-Language Benchmark for Measuring Efficiency of LLM-Generated Code
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8dd2967-7dad-4ddb-92c4-0b4440ca6fe5 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs TESTEVAL: Benchmarking Large Language Models for Test Case Generation
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 856d0d19-bf6a-4366-9afc-1f2e225bcd07 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Evaluating and improving chatgpt for unit test generation,
Reference 33
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.
Observation 76330218-c9cb-408e-a850-f2bc6a8b54a6 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Chatunitest: A framework for llm-based test generation,
Reference 34
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.
Observation bda7814d-f1fa-4bb5-b19b-4c5abc2d0034 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Grammar-based whitebox fuzzing,
Reference 35
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.
Observation bc8ca8c8-2e95-4034-9d52-9177b6a41931 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs American fuzzy lop (afl),
Reference 36
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.
Observation 20cbbc40-7eef-4f76-b89a-fb0b2c6aea68 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs CodaMosa: Escaping coverage plateaus in test generation with pre-trained large language mod- els,
Reference 37
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.
Observation 771b315d-3c6c-49f8-8d5b-e28b78742682 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Superion: grammar-aware greybox fuzzing,
Reference 38
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.
Observation 6ea56c30-6358-46f5-975a-d8f7c547e87c · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Ifuzzer: An evolutionary interpreter fuzzer using genetic programming,
Reference 39
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.
Observation 1643fa56-6c64-49bf-9f1c-52a548c0b487 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Fuzzil: Coverage guided fuzzing for javascript engines,
Reference 40
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.
Observation 627baf19-fa98-42f3-aac4-35b577cf9d31 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Training language models to follow instructions with human feedback,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3af69406-0ba0-47c3-94d3-6196918abc83 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Evosuite: automatic test suite generation for object-oriented software,
Reference 42
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.
Observation 40af301c-e6b2-4bee-a6a7-e851298f74a7 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Mercury: A code efficiency benchmark for code large language models,
Reference 43
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.
Observation 860cf0ed-80ff-4759-8afc-d16187545fde · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Direct preference optimization: Your language model is secretly a reward model,
Reference 44
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.
Observation a927829e-6ee6-4d92-ae54-ee7b1b157942 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Effibench: Benchmarking the efficiency of automatically generated code,
Reference 45
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.
Observation 33cbf7a6-27fe-4921-a857-ce854602a1cf · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs ACECODER: Acing Coder RL via Automated Test-Case Synthesis
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef49de21-69fc-40cf-8a01-5201fcc97780 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Absolute zero: Reinforced self-play reasoning with zero data,
Reference 48
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.
Observation e12f12d1-702a-449e-ba0c-cb096e675ad6 · outbound
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Unresolved cited work
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.