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Paper Citation Record · LEDGER

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

As of 20 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 2026-08-20T06:33:59.587034+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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verified fuzzy
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.080270Z digest=sha256:d56b582be9f62014d231721bb7402721adc36280ac87dfad3092475ecef08e0b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.083753Z digest=sha256:ee6c58e5807dc99e3ebe075fdc6743d8d84f1426dd0abecb950969376f7ae0ab

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.086928Z digest=sha256:96a4a08cd37d248f34a27b3f80085186f99c8fa950910ca196cb08aec606d614

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.090285Z digest=sha256:13d6d806963af3aa988cd2bfefd83032191791112430846fff2272386f4d0db7

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.093281Z digest=sha256:0fe857a4b6b210f6a5080b8d9fea273ac4fa1ab94c22efa72252253b63f09d03

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=sha256:3de10f838fe6d9d904035056aa3b9ddf9f7d58e2cb920b5268f3af8ee1a01882

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.099568Z digest=sha256:e1a0f1526a6da1b714ffe72b224d3293c56f51d9554046d0887d2e8a87e30b12

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:de265058b717eebfcfa641c9260d35edf75e430cf126403cf4be166912615ba3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.105580Z digest=sha256:57944589d02ded5dbb223e7425c96a4625565d3eb39ed69bdb2d2f7944c92474

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.108500Z digest=sha256:697d92530343f19174c88709357fb3ef4f84b4cf7aa02aa294475521cda24b35

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.114492Z digest=sha256:1e8a2452d0461c2ab96423861afb4f49c60bbc12aa331f193adda46a9f8cdf29

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.117521Z digest=sha256:fe885955dfef78153914a97a66eed7f41cf5dbffd71ef02f5f2f5f4e51030ce6

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=sha256:95cc7c468556255c85d702d53981feb9394981c6b595f25b95b88cdee54ac196

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

Resolution
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=sha256:345db579bdbc9f9cf415d1029c7b14206c62235c90c071037a672041bed5e525

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.126287Z digest=sha256:d550fd757ab00f0475bb7f656e0c5348cf9de8f05a20d34f7108aa5462a94348

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
unresolved
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:f7d80dac665e68a422da1e31e5cf446152cbda5dd1655891767fe4d82430684b

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:a2353613f431ef50e973e266a6bea39e36e0598784947a9e85bc26ea3e2c9dc3

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

Resolution
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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=sha256:53bf8c21ec9e1de0839df3a835a304a761520f729a3ca468720977dd2c93fbf8

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

Resolution
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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:bd71ea7ecd47962ab9bbe86921d070f80ac0b7254ce3744995c7cd8ae5134ef2

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=sha256:563dc73774e7103457a7551102924cb942fb0f41f606dbb71647d60d957f571d

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=sha256:6e217ecda35005fd525cd1e9bf5c11ea7460b7e11d171978cb241f0a52e3b17c

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=sha256:79511f76acdc76f93b075ae45271d977372e4c602c6619380c3185f09f8baedb

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.154285Z digest=sha256:52dac599e9823ca5e16c4cb0ce06f614f0791dc0bc89587c1449d52e69d9fe8d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.151430Z digest=sha256:ae7245f2317e448940c2556e6de1d98719d0513c7d6e8d0058499fd428e72535

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
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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=sha256:2a05de3ec438f66de91ddc8950f40ae639a888df5f410fa7fd9aece79f1e6d38

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.166422Z digest=sha256:80c1e640caee31040fb5a4118379cfefe6774170f7dcabbda78fb8cfc98f2286

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.163463Z digest=sha256:6de804ab5d28e4cb945d71e5dc0a4d2e158c9e718128a5699957c6ca0887d038

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.172351Z digest=sha256:1571b9635078a6bf1303495e59a3713244abfe6ac0ef5f40aa1b3c9526eeafc5

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=sha256:8ea69c475a6d90ddb3717426e12cd3f2abe1d3daad98eabdc2ebb528fe059e5f

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:b53a1d98cf0ae9cbee15a9b5101d0eb441c9544a30d30651e216de65909a4a2a

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=sha256:40e0593ea43995149a71e141c0156a29647e34b5048e0c54101503b6083a1d5d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.185098Z digest=sha256:3e79d52c97958a565fc9af2a7ab7c429c265c944f5b04104af78fd0643a494cc

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.182051Z digest=sha256:07524cfbea4ce5ba8f0bc8050c47e238acdd7c0f4f40a202f8bc0adf6f0e92cc

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.191309Z digest=sha256:d61698c16b2a3470f3a5f4e843769851260b7e3ea8f0e7c9be31062d7bc72aaa

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.188445Z digest=sha256:87d5472090f5d857e18bf7fc5835df5d90570c25fec068095a837a91c93bf0d0

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.197253Z digest=sha256:42e22e36e376ac4fbe4413b6d018168e1044168d6f8d524bdd7baa68096fc37d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.194346Z digest=sha256:c26589fbe3dc79c6a3538efb3062d783ae231b999fae6dad49307ce284f8a015

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.203269Z digest=sha256:1281653a15c706360629a63be9d2a1d75a51ec41f240a86708285dd38d9e0012

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.200230Z digest=sha256:2c12ca24c3afb0225656c0f2681a1ffc96c7f8082c869bd9c406d0ace5bdd853

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=sha256:208ba48e43355e892bf4e839fe6fbd0dd4907d175d51b1396164a3abe034db6c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.206035Z digest=sha256:cd8541d57e932f7ae50877a3e3080eb5871839aa54683feb60ff2abba6036857

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.215412Z digest=sha256:67074318fe88813d55eee44c513c3a9a1d862e8effd8f252d0158194c418ba7f

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.212513Z digest=sha256:52608e394c3355241aebef915cbd0b9165e65bb99be0f21743b87fc43954cba8

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.221673Z digest=sha256:38734eee53701943fc1400c6d0d81ed1de9ce3ac4b2e9e3a00e15a41761071d0

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:dfeca73b470a625db3244b8f7be8e6eaf3dc14b50768975cc02687566532a95c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:00:46.224505Z digest=sha256:be3af87e2ca1b7d6525b7b72e6feb1169fab05276315469f9892a7e48bd3461f

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=sha256:7a514e53f3b6f92ca4a774591edc77781a319b32fe675074f2115ea46a228968

Pith citing papers

No inbound Pith citation observations are available.