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Paper Citation Record · LEDGER

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

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.

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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.080270Z digest=sha256:73acd521f404815efe79e5631fa17d6c2916dd048562655b2eb840609233c9d0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.083753Z digest=sha256:5762da343a2d2d041d7c7a5d8e746b224319525e595948e7e2e3322bdf6f09dd

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.086928Z digest=sha256:2537c25915b6240487cd2b18d5782b7b107cd8177064fafb7c6fa48de96a61b7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.090285Z digest=sha256:949b37df1f822ee3e515738a994787658a147009a825feeaea865125d69106d2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.093281Z digest=sha256:44d64d048b8957ce54c69214e4a219ef18e4ff58162267f51c59cba4ad865451

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.099568Z digest=sha256:01f771a44504bdffc539247568c8de9823129558aa4e680628b7ea78dd419efe

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.105580Z digest=sha256:9dff19943a8b5672d44c268aab13ce39ffaf096e939ab4afb9d1ec448cf001c0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.108500Z digest=sha256:1b9fb7dfed532eda41ab88faf51c2fc6ee227e7ef8ab5cca14fbfb017b588a57

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.114492Z digest=sha256:c9bfaae8ffeecaa6ae30479e55d4a0908d7a7efa67de7762e2759e377c56dde2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.117521Z digest=sha256:2dbbf99eb336c9d05ec3ba3bf410adcb4dbcb4c9c997808034b464626ba5786e

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

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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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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.126287Z digest=sha256:6c3a7b6837dcd6ead94fe8f4ba3833737fd68b3906dc7074bad28eedda04d831

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

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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
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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.154285Z digest=sha256:94f80e1bd149d5deb03488cb16c1471fac3098b75284cd1f853b1a1b16230592

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.151430Z digest=sha256:ea83eff14e31eabd1ecd7aadec420b5454661acc09b215d861ad1063010c3bb1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.166422Z digest=sha256:beee1640622788da0850f16f468a2b3ab167c2daa12b38ff26b2026396456b14

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.163463Z digest=sha256:73eb6bbe5bef5da5192898da6c1aa32921efa12fb302e4993214e6f9837eb7f8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.172351Z digest=sha256:85334a47d463963a3ec20c5d74926ef32dbaccb68e2f07f58a7c7b665d6751b5

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.185098Z digest=sha256:8d2bd9720faf9c6812a40d9f52f9095b2be35242aede32f896b45221cfe7b346

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.182051Z digest=sha256:7e812b719f9b68535fa7fa4022c48bfeb45acbff124be88dc73a9b3e238bcd35

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.191309Z digest=sha256:2bb85381941faed5b4178b76a2d0898d8db09a496be0c9e7bebd18526d7ae404

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.188445Z digest=sha256:84aada8292441b77b23a9b6db48c2e80bfb24757f07f9c45c4c708863a825e95

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.197253Z digest=sha256:220cb1c0a761e17e848dd5f34068e2a651f7fccb54f5ff655618d08e3733703e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.194346Z digest=sha256:92eaba99a8bd277cff3bcf41ab67da9713042dd7d1f64626c195d0532d2338cc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.203269Z digest=sha256:f948bdc64c9defb86ff12e0eaa7546552610e90406bf46d502a7d65e4195460a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.200230Z digest=sha256:aabaf80b20df07a631fde7f735aa0257a962d98e9367f38f01f93ee0ab696eda

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.206035Z digest=sha256:0dd58a8450421c438612db4efcad53842ba14c2a5c92c83fa75c4b85299d467c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.215412Z digest=sha256:7850c29f7444d16d97b1a913352463b27e369658d3c0d419192b1aa8428f84c2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.212513Z digest=sha256:46616a2c8d61be7691140672f005189adf0b7156d5a944f0370f07ab63ac9cf6

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.221673Z digest=sha256:1802d7b8564b6a557354027d4dd9d8e348b3d2dd4f6596bfe246a24c49b68db2

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:ebfcd815e45b4d11aace565a301943a9ac11547c654c6950e5cff6a98d2c932e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:00:46.224505Z digest=sha256:d604aebd1882e09109ec31829adf2752d1d69386d2900082ac76bbc296d9324a

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.