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Paper Citation Record · LEDGER

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs

As of 9 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.

pith.paper-citation-record.v1
2506.11081 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:00:46.224505Z

measured 47 of 47 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 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

47 of 47 outbound references displayed

  • verified exact0
  • verified fuzzy29
  • unresolved17
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c1904f23-2b0d-4866-869c-36eaead9ad42 · outbound

This paper cites An orchestrated survey of methodologies for automated software test case generation,.

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

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raw_fallback, observed 2026-08-07T11:00:46.635998Z

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.

source=pdf_text observed=2026-08-07T11:00:46.080270Z digest=sha256:8f0ab74dd04843f5976624876bae73b6e9cbb6004614c6ae076d6c0929f7b0b2

Observation af72d2ec-1c91-4f20-91d1-78805f62a464 · outbound

This paper cites EvoSuite: Automatic test suite generation for object-oriented software,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs EvoSuite: Automatic test suite generation for object-oriented software,

Reference 2

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raw_fallback, observed 2026-08-07T11:00:46.627107Z

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.

source=pdf_text observed=2026-08-07T11:00:46.083753Z digest=sha256:3d86b440747edde67b6ebe846d86204deb70c4c311173f4b3ee17425349cb2e6

Observation b7a36ba4-a04c-4016-9bcf-fce83549b84d · outbound

This paper cites CodeNet: A large-scale AI for code dataset for learning a diversity of coding tasks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.617868Z

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.

source=pdf_text observed=2026-08-07T11:00:46.086928Z digest=sha256:2098ac2a24f763a4ea1581e1c63544d05b740a0834a06dacef56931041067aae

Observation 0bf1ca86-749b-4db0-8eb2-32e1d846a94f · outbound

This paper cites RePair: Automated program repair with process-based feedback,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs RePair: Automated program repair with process-based feedback,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.608218Z

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.

source=pdf_text observed=2026-08-07T11:00:46.090285Z digest=sha256:ea33b0d0d1af57180c44d9bf5e75a8970a53f38434b788307904030096c67644

Observation 3e97ef45-2043-4364-b4ac-9d276b799db6 · outbound

This paper cites Predicting patch correctness based on the similarity of failing test cases,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.599679Z

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.

source=pdf_text observed=2026-08-07T11:00:46.093281Z digest=sha256:8c85b3c8166f62da0883f205d2e34fc0a1d56baf54ac3d0a350d390420103b48

Observation 5ab994a6-c732-4009-96c4-968848db4909 · outbound

This paper cites Effective test generation using pre-trained large language models and mutation testing,.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T11:00:46.096250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.096250Z digest=sha256:2f07d08e7893ed3a51d2cf245d11e3825c1b3783d174a78aca417dc47d6a56eb

Observation bca512b3-0018-45bf-8cfc-45a8d1f252e4 · outbound

This paper cites Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.584376Z

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.

source=pdf_text observed=2026-08-07T11:00:46.099568Z digest=sha256:88ace22bc521d96240bb7b59488da75c8ad2ee42fff52843d4d1de84ae7157c7

Observation 25265aa3-491a-4d89-8d6a-eabe744e28ed · outbound

This paper cites LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming.

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

Resolution
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no resolver link, observed 2026-08-07T11:00:46.102393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.102393Z digest=sha256:633813594cd156f25e1f9ffcf2a911120d8c26d9e6da998573d4391375b97a3c

Observation 21b6469a-4138-47f9-b56a-836647e62e23 · outbound

This paper cites Scaling instruction-finetuned language models,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Scaling instruction-finetuned language models,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.575967Z

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.

source=pdf_text observed=2026-08-07T11:00:46.105580Z digest=sha256:73ffce6228a14850f54a59f0181253feb3f8bba4251c276ee138dcc23314293d

Observation 9ca01017-dde1-43e8-b661-cefe8d6e0f5d · outbound

This paper cites Codegen: An open large language model for code with multi-turn program synthesis,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.567170Z

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.

source=pdf_text observed=2026-08-07T11:00:46.108500Z digest=sha256:68c820ea9885d81cf81e1fe0b0786185b9b2e55faa26deb8da1ba2f474a32a9f

Observation 529c8898-03cb-4257-856c-892cf16001e2 · outbound

This paper cites What makes large language models reason in (multi- turn) code generation?.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.552708Z

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.

source=pdf_text observed=2026-08-07T11:00:46.114492Z digest=sha256:3f2a7bfa69042d08aeebf0a01c242e4622362cfaa472c184e9e118f96143b004

Observation 1355c2d4-0a77-4f29-b3c1-e47e767baf6d · outbound

This paper cites Gramatron: Effective grammar-aware fuzzing,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Gramatron: Effective grammar-aware fuzzing,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.543417Z

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.

source=pdf_text observed=2026-08-07T11:00:46.117521Z digest=sha256:b948e577d98f835725b6eb6512790e09c4238c405511b52d16e2f02248cb9ac1

Observation 003f971e-f1f2-4b0d-94ed-8ee5eeab633a · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

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

Resolution
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no resolver link, observed 2026-08-07T11:00:46.120331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.120331Z digest=sha256:84669c9f1c545c9070fb2baa6f592faf2b5ba0a8744bed0b83fe4d0de3c011f4

Observation 3e686364-b271-42d4-bd40-7afb5f961bb7 · outbound

This paper cites Proximal Policy Optimization Algorithms.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Proximal Policy Optimization Algorithms

Reference 14

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unresolved
no resolver link, observed 2026-08-07T11:00:46.123192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.123192Z digest=sha256:a8af5b901a096c948e304e446c137afcb668a57938ff751edf90dc87fc60fef7

Observation 767184ef-eb0f-4e7d-9cf1-cd5acb1296bd · outbound

This paper cites Competition- level code generation with AlphaCode,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Competition- level code generation with AlphaCode,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.534765Z

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.

source=pdf_text observed=2026-08-07T11:00:46.126287Z digest=sha256:4699f306a9df65c64e84e10550315fd87ad8c0b47b7e72c1e148d96b38083bcb

Observation fe448d47-1b22-4e2d-96e3-1cd117d3d477 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Gemma: Open Models Based on Gemini Research and Technology

Reference 16

Resolution
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no resolver link, observed 2026-08-07T11:00:46.129277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.129277Z digest=sha256:006aa1c8ee07ead076646e642f8baa2e9878d5ad1929fd5fb4ecd045824ff12b

Observation eaecf0cf-f3f3-4219-9931-37f87ded6c8c · outbound

This paper cites Qwen Technical Report.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Qwen Technical Report

Reference 17

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no resolver link, observed 2026-08-07T11:00:46.132648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.132648Z digest=sha256:7174e1c90a11d45661ed65108672135816bea0adb11648d504140854c7fbf23a

Observation 68eaa25e-f62a-4a80-973c-584b7e1ee4e8 · outbound

This paper cites The Llama 3 Herd of Models.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs The Llama 3 Herd of Models

Reference 18

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no resolver link, observed 2026-08-07T11:00:46.135746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.135746Z digest=sha256:75469d044e80f5838c23719ce9d4fba05032c1e7df033f7a5e5cadcb07f546b8

Observation c0e2df84-4b3d-4d78-b283-059ae94aae0d · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs StarCoder 2 and The Stack v2: The Next Generation

Reference 19

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no resolver link, observed 2026-08-07T11:00:46.139211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.139211Z digest=sha256:b7ff135f54dc597c60a8f4faa953937abe5ae4b791a0ded9250675bac612ec7e

Observation 42f59f4f-6992-4426-bc19-3a1b3b4a7624 · outbound

This paper cites Mistral 7B.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Mistral 7B

Reference 20

Resolution
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no resolver link, observed 2026-08-07T11:00:46.142514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.142514Z digest=sha256:e2715ca88902a10fe7bff213bd6137514c2a88994e8cb0d92797450c8a5565d8

Observation 9c276213-d64f-4405-8a65-9114d2da7235 · outbound

This paper cites Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning,

Reference 21

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no resolver link, observed 2026-08-07T11:00:46.148677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.148677Z digest=sha256:6b2de20fc98cf758f18070c0d147fffde41b0564b97881e3064a326c4b50d528

Observation 348b2ba7-eb44-4d0d-ab62-fcabc1c603f3 · outbound

This paper cites Mistral 7B.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Mistral 7B

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T11:00:46.145594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.145594Z digest=sha256:31a48dbcd34460ad3301b1ab0b54c07e3bb43ea1da60e62b48add80c68865972

Observation bb182ff8-cf04-4b90-b500-e75c779bee35 · outbound

This paper cites Codet: Code generation with generated tests,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Codet: Code generation with generated tests,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.512121Z

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.

source=pdf_text observed=2026-08-07T11:00:46.154285Z digest=sha256:1fd02c0f1006a9b6628827fd9a6c2d950abca7bd54c311043b7fe15cb60eb446

Observation 9466962b-45e9-4086-b6c0-3c912e371af4 · outbound

This paper cites TestAug: A framework for augmenting capability-based NLP tests,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs TestAug: A framework for augmenting capability-based NLP tests,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.520703Z

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.

source=pdf_text observed=2026-08-07T11:00:46.151430Z digest=sha256:0dea41488674d666504a7ca5aeb08ea21f67f84873e0962dfde84fc7a1fa3d63

Observation 232477cf-05a4-4641-ad9a-aeb4b312fac2 · outbound

This paper cites TestBench: Evaluating Class-Level Test Case Generation Capability of Large Language Models.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T11:00:46.160055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.160055Z digest=sha256:3978049060802b5b3d728297ce7ab65d6b1498c8c38e143c235d96710700bf16

Observation 49e12468-c6e9-48fb-adcb-6562f20de7e5 · outbound

This paper cites Automated unit test improvement using large language models at meta,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Automated unit test improvement using large language models at meta,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.486962Z

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.

source=pdf_text observed=2026-08-07T11:00:46.166422Z digest=sha256:713fa2d833f3800c11a90c37a99086a0a820a0e22af9189aa0fb88c91341a9ec

Observation 6594b765-ce89-4a06-adf4-09b0f054aea8 · outbound

This paper cites Learning deep semantics for test completion,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Learning deep semantics for test completion,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.495230Z

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.

source=pdf_text observed=2026-08-07T11:00:46.163463Z digest=sha256:3ac37ef21dfe8ffc55e6205413184e89b0458ef59b9aa4b4c60e2e3e336a2ac8

Observation 94da7502-cee6-4f3a-bcae-ec3e229e15b2 · outbound

This paper cites Testspark: Intellij idea’s ultimate test generation companion,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Testspark: Intellij idea’s ultimate test generation companion,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.478136Z

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.

source=pdf_text observed=2026-08-07T11:00:46.172351Z digest=sha256:91da1050376db4039f65a16ac4c0c5fd9367eba82e681ca88e8b8dcab6a99dfa

Observation 48c9b081-415b-456b-b727-1b4e39ad7f61 · outbound

This paper cites An Empirical Evaluation of Using Large Language Models for Automated Unit Test Generation.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T11:00:46.169447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.169447Z digest=sha256:d7f1b7414c7b383bace50db06d652a721628f3201a10fefb9bc4617b1844da88

Observation 73962f0b-50be-4280-bd9a-639bfb0adb60 · outbound

This paper cites EffiBench-X: A Multi-Language Benchmark for Measuring Efficiency of LLM-Generated Code.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T11:00:46.178464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.178464Z digest=sha256:772b5ec8db8744e488f88ac40ca48be80c90d414f46c60c35306b96b7dee74fe

Observation c8dd2967-7dad-4ddb-92c4-0b4440ca6fe5 · outbound

This paper cites TESTEVAL: Benchmarking Large Language Models for Test Case Generation.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs TESTEVAL: Benchmarking Large Language Models for Test Case Generation

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T11:00:46.175257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.175257Z digest=sha256:95d9715e8630bb5c1987c6d1e83995992a0db684b24028e829e3d4d0ea1beae7

Observation 856d0d19-bf6a-4366-9afc-1f2e225bcd07 · outbound

This paper cites Evaluating and improving chatgpt for unit test generation,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Evaluating and improving chatgpt for unit test generation,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.503921Z

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.

source=pdf_text observed=2026-08-07T11:00:46.185098Z digest=sha256:080b495e9faa150b98eab8e04f31b637cb9723483fa177ac3851b118ae3e7c54

Observation 76330218-c9cb-408e-a850-f2bc6a8b54a6 · outbound

This paper cites Chatunitest: A framework for llm-based test generation,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Chatunitest: A framework for llm-based test generation,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.470073Z

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.

source=pdf_text observed=2026-08-07T11:00:46.182051Z digest=sha256:98bfc8e171e03f92f3baded8caed8b52b7c0678f618a0a66f4409e954a71f975

Observation bda7814d-f1fa-4bb5-b19b-4c5abc2d0034 · outbound

This paper cites Grammar-based whitebox fuzzing,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Grammar-based whitebox fuzzing,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.452442Z

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.

source=pdf_text observed=2026-08-07T11:00:46.191309Z digest=sha256:556825542dac884bc3ad3c7e822f3df161289dcf6964e07c64c17ca61ae10522

Observation bc8ca8c8-2e95-4034-9d52-9177b6a41931 · outbound

This paper cites American fuzzy lop (afl),.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs American fuzzy lop (afl),

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.461664Z

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.

source=pdf_text observed=2026-08-07T11:00:46.188445Z digest=sha256:68255068e8dd44c29c777de611dd07215573c2987fab5d3a41792252f43aa6ec

Observation 20cbbc40-7eef-4f76-b89a-fb0b2c6aea68 · outbound

This paper cites CodaMosa: Escaping coverage plateaus in test generation with pre-trained large language mod- els,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.433345Z

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.

source=pdf_text observed=2026-08-07T11:00:46.197253Z digest=sha256:3ea766ec7da1d37a182624b5924e0b89cf82205d11cd2aa943f8b109b6208545

Observation 771b315d-3c6c-49f8-8d5b-e28b78742682 · outbound

This paper cites Superion: grammar-aware greybox fuzzing,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Superion: grammar-aware greybox fuzzing,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.443084Z

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.

source=pdf_text observed=2026-08-07T11:00:46.194346Z digest=sha256:9d229aea0216adb71725a89f1fd2980c73573bfd43295d0222dd1a44aeabd3fd

Observation 6ea56c30-6358-46f5-975a-d8f7c547e87c · outbound

This paper cites Ifuzzer: An evolutionary interpreter fuzzer using genetic programming,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Ifuzzer: An evolutionary interpreter fuzzer using genetic programming,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.415009Z

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.

source=pdf_text observed=2026-08-07T11:00:46.203269Z digest=sha256:4ca5ec86f6d52208f2a2e7ca4cf19730cf291a186af6e327ac6946db8deccf80

Observation 1643fa56-6c64-49bf-9f1c-52a548c0b487 · outbound

This paper cites Fuzzil: Coverage guided fuzzing for javascript engines,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Fuzzil: Coverage guided fuzzing for javascript engines,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.424011Z

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.

source=pdf_text observed=2026-08-07T11:00:46.200230Z digest=sha256:5919b720976f27954ba509b65c7c08da02aa870e10b30fac3d393b46ae949034

Observation 627baf19-fa98-42f3-aac4-35b577cf9d31 · outbound

This paper cites Training language models to follow instructions with human feedback,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Training language models to follow instructions with human feedback,

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T11:00:46.209115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.209115Z digest=sha256:5989fbe5d79c60f6bcb7be90328232a383371a03f1ac9287381304e2da678c1f

Observation 3af69406-0ba0-47c3-94d3-6196918abc83 · outbound

This paper cites Evosuite: automatic test suite generation for object-oriented software,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Evosuite: automatic test suite generation for object-oriented software,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.405561Z

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.

source=pdf_text observed=2026-08-07T11:00:46.206035Z digest=sha256:baa0079e8a2c3bc2445378ec23bb7da3397043a215bbb572ac5d54e01b47dcea

Observation 40af301c-e6b2-4bee-a6a7-e851298f74a7 · outbound

This paper cites Mercury: A code efficiency benchmark for code large language models,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Mercury: A code efficiency benchmark for code large language models,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.383273Z

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.

source=pdf_text observed=2026-08-07T11:00:46.215412Z digest=sha256:c6f148ee7ba5d25b65481981eeef88c169fbdce14b65e892e29d156815b824a9

Observation 860cf0ed-80ff-4759-8afc-d16187545fde · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.391974Z

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.

source=pdf_text observed=2026-08-07T11:00:46.212513Z digest=sha256:431cd743c6e18b8850eb71b0efc0872444df5b9b8e70a8f3ea720df43df6cbb2

Observation a927829e-6ee6-4d92-ae54-ee7b1b157942 · outbound

This paper cites Effibench: Benchmarking the efficiency of automatically generated code,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Effibench: Benchmarking the efficiency of automatically generated code,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.374637Z

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.

source=pdf_text observed=2026-08-07T11:00:46.221673Z digest=sha256:a888fcf946230b3a118ae9f6ba41776e58d645cbf97ba957f7749f5529c5e6a3

Observation 33cbf7a6-27fe-4921-a857-ce854602a1cf · outbound

This paper cites ACECODER: Acing Coder RL via Automated Test-Case Synthesis.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs ACECODER: Acing Coder RL via Automated Test-Case Synthesis

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T11:00:46.218561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.218561Z digest=sha256:60971e4b61995ef478730690c1b6044cee205872cf21ce9cbc131ab179195026

Observation ef49de21-69fc-40cf-8a01-5201fcc97780 · outbound

This paper cites Absolute zero: Reinforced self-play reasoning with zero data,.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Absolute zero: Reinforced self-play reasoning with zero data,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:00:46.365409Z

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.

source=pdf_text observed=2026-08-07T11:00:46.224505Z digest=sha256:6d88bc34786ae80fce209960b1afec54e371d2f4c20043ebe503f75ad15a955e

Observation e12f12d1-702a-449e-ba0c-cb096e675ad6 · outbound

This paper cites an unresolved cited work.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Unresolved cited work

Reference 2023

Resolution
parse uncertain
no resolver link, observed 2026-08-07T11:00:46.111516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.111516Z digest=sha256:082e528468e5f534e17008783cb1147e0a743ccc5f21374d05983ee6e4bb20b5

Pith citing papers

No inbound Pith citation observations are available.