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Paper Citation Record · LEDGER

Combining TSL and LLM to Automate REST API Testing: A Comparative Study

As of 16 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 4 inbound Pith citation observations for arXiv:2509.05540.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2509.05540 v1

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:26:38.560421Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T12:43:39.624258Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

61 of 61 outbound references displayed

  • verified exact8
  • verified fuzzy8
  • unresolved41
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch2

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 2402bdf8-2e1e-4e87-bc4d-e071c89b1ea7 · outbound

This paper cites Sabi\'a-3 Technical Report.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Sabi\'a-3 Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T16:26:38.207234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:26:38.207234Z digest=sha256:e7aa1c11379410c71a27c7d84635d72edc6a7e29a3063eecc9eb3a72a7444d6c

Observation 90155d0e-247d-47fe-b399-29ebf425abb5 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 2

Resolution
malformed identifier
no resolver link, observed 2026-08-15T16:26:38.214373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:26:38.214373Z digest=sha256:b80f39fd9c268138788e2e2bc3ae4b3867fa08d3baa731506cd4d08667bb7c43

Observation b7a53995-4c66-45d1-aa7f-c9eb3fa1dd46 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:26:40.352097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.220661Z digest=sha256:d057a2d4817524272c3c1dcdebfb08ecebe72d31f123e7fe4c8449943bd098be

Observation c76e42de-2ae8-4268-b9a2-26d4529aa16a · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T16:26:38.226285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:26:38.226285Z digest=sha256:c21500f83154590f44ebfa1622bb2953ea70ef5869763c0e57748625af4e51f6

Observation 47d2cfc2-1919-45eb-9ae0-d2c6472632c4 · outbound

This paper cites Generative AI in Academic Writing: A Comparison of DeepSeek, Qwen, ChatGPT, Gemini, Llama, Mistral, and Gemma.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Generative AI in Academic Writing: A Comparison of DeepSeek, Qwen, ChatGPT, Gemini, Llama, Mistral, and Gemma

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T16:26:38.233324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:26:38.233324Z digest=sha256:43d6d394cd8ea4a6b03bd45012ebd7953f94c62e267ee024ab7cf7d2fc7d5f96

Observation 29599dd1-0073-4704-883b-860821c0faa8 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:26:40.336603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.239571Z digest=sha256:7a23c74845f6ce19445a2a6fe0aaa5023f5d4bca7d05684b02ddb31aaaa9ffb3

Observation 555eb36a-5389-4316-8ffe-c4c8696a4bc7 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 7

Resolution
verified exact
doi, observed 2026-08-15T16:26:38.642806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.246126Z digest=sha256:1a1c57368ef73180f4b977c76a232697650745cd07c1c092e72ccb7b874ec7fb

Observation ea6b54dd-1eb9-4866-8b51-1a5b053a53fa · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:26:40.321550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.251826Z digest=sha256:78020708e4086ce808a47a7c8f0e18729b70bb169f247582035235bd04c593f2

Observation 83bbc6b8-2723-4ad0-b590-2a8ef0bf4e5e · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 9

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unresolved
no resolver link, observed 2026-08-15T16:26:38.258819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:26:38.258819Z digest=sha256:fe67d8430c9b8a217cd8684cc2a3be17bb04e8f7f0abcd1a5daa7c0c42024578

Observation e0e54354-c13c-4abd-b05d-b698e9148501 · outbound

This paper cites Empirical Comparison of Black-box Test Case Generation Tools for RESTful APIs.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Empirical Comparison of Black-box Test Case Generation Tools for RESTful APIs

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-08-15T16:26:39.581993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.264312Z digest=sha256:b7a5d8cc161b6c1340bbff0fe3fe2879946310b7b52fb54125675be7a0e51e91

Observation 2b8c3eb0-073c-438e-a32b-a693d58b1129 · outbound

This paper cites Restats: A Test Coverage Tool for RESTful APIs.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Restats: A Test Coverage Tool for RESTful APIs

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-08-15T16:26:39.553351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.270302Z digest=sha256:4151d4cd06dfcb244a3964e2a085d3f292fba11b8982ee31a2a8049d7a65204b

Observation b563fcdb-6209-4472-991b-59384d884b55 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:26:40.305441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.276073Z digest=sha256:707831615dd5ded296159050c8ecbf5d52820b33edbfb7d0181d9bd46f483e44

Observation ff8df0a3-d32a-47ab-981d-f54e29be4714 · outbound

This paper cites Large Language Models for Software Engineering: Survey and Open Problems.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Large Language Models for Software Engineering: Survey and Open Problems

Reference 13

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unresolved
no resolver link, observed 2026-08-15T16:26:38.281543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:26:38.281543Z digest=sha256:cc87e8131406f9fe0127f09930d2f6ac39732c379ff220ada81a855760420f7b

Observation 9e029515-aa83-4387-b8ba-aa251a626744 · outbound

This paper cites 2023.Dot Net Development Service Market Size, Share, Growth.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study 2023.Dot Net Development Service Market Size, Share, Growth

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:26:40.290127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.287808Z digest=sha256:ebb42e87025801dedb105f4041c3be5929104eab136725fad2bae91970eedea8

Observation 35769b0e-a984-4443-a354-4bd5db4ee3e9 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:26:40.273718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.296202Z digest=sha256:0e06f47bc5f2d4a2a04ba85a14408a80ee742bf70faa55b17344217739f76c3e

Observation 359cfddd-ec50-4746-911b-ef8da5f4da9d · outbound

This paper cites Testing RESTful APIs: A Survey.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Testing RESTful APIs: A Survey

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-15T16:26:39.495628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.301852Z digest=sha256:4479ff9479b3937009f7cabe191e2cf8372aa608a0e6485408de637d7cf49230

Observation e885b5a4-5e27-4586-9aa9-ec0066072641 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 17

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malformed identifier
raw_fallback, observed 2026-08-15T16:26:40.255788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.307459Z digest=sha256:15cb2ce7f5d9bb381346e2a95fd54d8afa566c5a909fb18584f21403c96a2ce3

Observation c9ffe9fd-b249-4944-9c4a-b2897d612e87 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 18

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unresolved
raw_fallback, observed 2026-08-15T16:26:40.238429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.313827Z digest=sha256:8eb076091f75b66fb4403e22c00a3e350e8f929a3406613f0bc10d84c5bba5fc

Observation e5c29521-05d9-4631-b943-0641779a082d · outbound

This paper cites Recent Advances in Generative AI and Large Language Models: Current Status, Challenges, and Perspectives.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Recent Advances in Generative AI and Large Language Models: Current Status, Challenges, and Perspectives

Reference 19

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unresolved
no resolver link, observed 2026-08-15T16:26:38.319088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:26:38.319088Z digest=sha256:91b84fd78541fdaae96b2d2879f8e556ad93e7b2db83a9ecd037310f15c1c418

Observation 4fd58445-2f63-43f9-ba1b-c48e2d2fc365 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:26:40.222851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.324918Z digest=sha256:4479af532810999aa2ca6d2dc481b8669438e8e792cb086a32dbfa957f240a49

Observation 3fddb3bf-c3df-4613-b9cc-3e30a8cc6e69 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 21

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unresolved
raw_fallback, observed 2026-08-15T16:26:40.206965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.330101Z digest=sha256:3130d1990bbaef8e5b4ab806546fa064967428c2c2f507085adfc5276905de60

Observation 17351bfa-7a5d-4cb1-be1d-9af42c389be5 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:26:40.190967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.335034Z digest=sha256:62b527eadae27695e1b23c3b4a359f292286a098532ebee6dc42a1ddcd2530cd

Observation 0c975042-1c3b-4949-93cb-a7d3d4bea48d · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 23

Resolution
verified exact
raw_fallback, observed 2026-08-15T16:26:39.411184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.346655Z digest=sha256:7bbe2dae27e80766eea8b8cf12c39e5bd93b8262a8826efa4828293e9d69fccb

Observation b037a0d0-7b22-4bc3-a758-f372e488f7ee · outbound

This paper cites Decomposed Prompting: A Modular Approach for Solving Complex Tasks.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Decomposed Prompting: A Modular Approach for Solving Complex Tasks

Reference 24

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no resolver link, observed 2026-08-15T16:26:38.352878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:26:38.352878Z digest=sha256:f57c9aadc0d3e0bdb4287d8a4c83f1228f65784a3377a4b12cb1d2a7c5664f46

Observation d7d37c1d-0319-4964-b23c-0ec41f313823 · outbound

This paper cites LlamaRestTest: Effective REST API Testing with Small Language Models.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study LlamaRestTest: Effective REST API Testing with Small Language Models

Reference 25

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unresolved
no resolver link, observed 2026-08-15T16:26:38.358636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:26:38.358636Z digest=sha256:89863d8e048d36e09d9f11683d0ff48acdef3847ac9c3c217a44424167e07189

Observation 2f93b4e8-497b-4d3e-97ca-c7315d5733bb · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 26

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no resolver link, observed 2026-08-15T16:26:38.365172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:26:38.365172Z digest=sha256:9920cec889ebf96b5081de7d93e4a4a338982bb0a22d2ee4602086fd632ded9a

Observation b60b7c80-4499-4f70-a718-1269f9b35a07 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 27

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unresolved
raw_fallback, observed 2026-08-15T16:26:40.171858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.370302Z digest=sha256:93e650704eea5c7d237249e1f67599b5d2575eafe7b1d9b74acca6de2543b95a

Observation 84dd0496-5ffb-4774-9fbd-ee720ac019be · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 28

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metadata mismatch
raw_fallback, observed 2026-08-15T16:26:39.206904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.375644Z digest=sha256:41a70e01420b7a99f3982f6359bef8703977d7ffe24bc7a37aa0037e8d402058

Observation 66e207fe-12a2-443f-a183-ec8e9144903d · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 29

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unresolved
raw_fallback, observed 2026-08-15T16:26:40.154718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.380697Z digest=sha256:6eabb7f323391b808bee5e9b1b8c912ed63e77ad3cef5ad9a0399e956225e766

Observation 45872674-1476-4ab6-a199-60ebdfff93b8 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 30

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unresolved
raw_fallback, observed 2026-08-15T16:26:40.137445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.386824Z digest=sha256:f99c1e45219e92ac65a772b7ae4b1d2363d7d8f0c582839ab6537c9500a6387c

Observation 4dc07341-c47e-4488-a87b-f7f1d1928ab8 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:26:40.120630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.393374Z digest=sha256:e9725af4d2ef6afb3fb6e9d009e602e94eda24a4e9088281be9789ed58eaa970

Observation c3b65e78-0080-4739-82ca-8c9fc808800a · outbound

This paper cites 2025.Integration tests in ASP.NET Core.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study 2025.Integration tests in ASP.NET Core

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:26:40.104733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.399755Z digest=sha256:fe7d0b4894562464f7f9527d900f5772392c9da01ecda0af0940b2f25cb1c4b2

Observation 0cf331f9-6e49-49fb-924e-0aebb4f36891 · outbound

This paper cites A Closer Look at System Prompt Robustness.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study A Closer Look at System Prompt Robustness

Reference 33

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unresolved
no resolver link, observed 2026-08-15T16:26:38.404801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:26:38.404801Z digest=sha256:a96822633f11bacc4f102a46c91f60f7b5caa3cd97558e576d54d51243d0ee80

Observation 848d81df-7cf9-443a-a1be-7fabc5139ffe · outbound

This paper cites 2024.LLM System Prompt vs.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study 2024.LLM System Prompt vs

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:26:40.089510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.410018Z digest=sha256:358516aab00e751d10c3750dff8e30fb9c5bc51eb312148fc5e4fb30118d557c

Observation 4ac53634-0753-4cda-a1a5-9c8d648cca2b · outbound

This paper cites 2015.Building Microservices: Designing Fine-Grained Systems.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study 2015.Building Microservices: Designing Fine-Grained Systems

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:26:40.073290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.414925Z digest=sha256:7b7f5b22f500e541289eb6b9737586747a8fcf07e904ddd5c7a7416e77133622

Observation 162094b8-3812-46e1-9cc9-2e74298ae4b8 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 36

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unresolved
no resolver link, observed 2026-08-15T16:26:38.421064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:26:38.421064Z digest=sha256:8afea5119e5e2102dd1db39820a9b1a815571db18b781112d4d0b0e7a7503405

Observation 7076b346-7312-46b5-82d5-1d90e970646e · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 37

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Observation a8f6235a-4ee3-4dd5-bb36-5d030c21bf57 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 38

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source=pdf_text observed=2026-08-15T16:26:38.432784Z digest=sha256:ff5b3192d16b6ecc4cc4dec72e1803d6464d37f7621eced1b4fcb6fef12cbd00

Observation 53409a26-e2ec-45a7-9c64-33e3e4694624 · outbound

This paper cites Ostrand and Marc J.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Ostrand and Marc J

Reference 39

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source=pdf_text observed=2026-08-15T16:26:38.438383Z digest=sha256:80660dbbf9ec4e3f621df8044037c86567010dca4e1534a7c4465d0781190036

Observation 7f597263-5482-473e-838f-651808eba7fc · outbound

This paper cites Ouédraogo, Kader Kaboré, Haoye Tian, Yewei Song, Anil Koyuncu, Jacques Klein, David Lo, and Tegawendé F.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Ouédraogo, Kader Kaboré, Haoye Tian, Yewei Song, Anil Koyuncu, Jacques Klein, David Lo, and Tegawendé F

Reference 40

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source=pdf_text observed=2026-08-15T16:26:38.443744Z digest=sha256:6ae6379b695cb6457328aae5ac4b2eafcbcce1887fd309352dbd2979a89d5207

Observation 4a114d7d-f7ec-4e0b-99df-31f2e5af672c · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 41

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.449661Z digest=sha256:18afa673651d5af75094b26b36bbd8b09a95ad8361725d4484ea6cb2e1938e3f

Observation ce0f175a-958e-4ba8-9a66-7664cf40228e · outbound

This paper cites How Efficient is LLM-Generated Code? A Rigorous & High-Standard Benchmark.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study How Efficient is LLM-Generated Code? A Rigorous & High-Standard Benchmark

Reference 42

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no resolver link, observed 2026-08-15T16:26:38.459900Z

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source=pdf_text observed=2026-08-15T16:26:38.459900Z digest=sha256:c2b1d416696985906067520934bf08244ace6c816bf91070a088a3785696361e

Observation 09144197-e158-4bae-bab0-a878daa9e3e8 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 43

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raw_fallback, observed 2026-08-15T16:26:39.993432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.465680Z digest=sha256:dd6d99be194aef5fd1f21050e1109bcce39d4aadbb219f0af6f4cc44893b76fe

Observation c6931715-a0c0-422d-9669-18235e652f51 · outbound

This paper cites 2010.Software Engineering(9 ed.).

Combining TSL and LLM to Automate REST API Testing: A Comparative Study 2010.Software Engineering(9 ed.)

Reference 44

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raw_fallback, observed 2026-08-15T16:26:39.977411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.472515Z digest=sha256:8d4d5e55dfaec65cc67806416bf782687a76751f2f2b4f6c376be80daf183286

Observation 39b08fec-11c4-4854-8717-2cb714ae31a7 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 45

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raw_fallback, observed 2026-08-15T16:26:39.960173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.478449Z digest=sha256:6a7da0b12f20bf8c9084733e5aa22c5ccce21f442967f5f00e5e3838a2486f20

Observation 98b59b70-3c02-4c79-b680-2c54d547cc11 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 46

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raw_fallback, observed 2026-08-15T16:26:39.941589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.491211Z digest=sha256:f4a34c27813799e59b8dfb31539a208c2364b4ec792f51d6056af859f2373805

Observation bd7e9aae-cb42-459e-b37f-9f88828af280 · outbound

This paper cites 2025.Stryker .NET - Configuration.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study 2025.Stryker .NET - Configuration

Reference 47

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raw_fallback, observed 2026-08-15T16:26:39.922770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.496902Z digest=sha256:c9663b9644f2b6572b43d1ef51cbe13f28ce6d2d2c7027e1e0e2910f7469636f

Observation a32ab4fb-df37-476b-bb85-4ef8fc6e20d4 · outbound

This paper cites Aichernig, and Bettina Könighofer.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Aichernig, and Bettina Könighofer

Reference 48

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raw_fallback, observed 2026-08-15T16:26:39.903939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.502897Z digest=sha256:84ecfd6642239dc2259f5d4c4d20be39bf371a1e48a6ee6ac519a5c9b356f2e7

Observation 20a79b17-057b-434d-8594-32dff2ceb583 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 49

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.514663Z digest=sha256:4b2b1eb9c46be684d100b7dfa795cea47cd2ab4bd8895953cb4c6fdb2482b6dc

Observation 84641180-f397-4752-928a-05f4acdbb855 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 50

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.520447Z digest=sha256:bb8e396d2e787ef9f688d3ab97e35553658b5471b3fc916062c83c994a6a1c31

Observation 2bee77c4-4757-42e4-9711-32d3be17c6f3 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 51

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raw_fallback, observed 2026-08-15T16:26:39.845590Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.525838Z digest=sha256:5a8913f3a22e2b2c7eb126469b6da2b138ac5bbe1256baaba83e8a45dc628b1e

Observation 8fb76be8-59d7-447f-94d3-70eb2cd39f74 · outbound

This paper cites InProceedings of the 46th International Conference on Software Engineering (ICSE).

Combining TSL and LLM to Automate REST API Testing: A Comparative Study InProceedings of the 46th International Conference on Software Engineering (ICSE)

Reference 52

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arxiv_id_nonexistent, observed 2026-08-15T16:26:38.848640Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.507884Z digest=sha256:53c2a19922e17d2b332bdad43f008b51675d7175c5bcdc192ecefdfbffc6ce5d

Observation e369026a-1713-4033-add2-c730cf21496b · outbound

This paper cites Software Testing with Large Language Models: Survey, Landscape, and Vision.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Software Testing with Large Language Models: Survey, Landscape, and Vision

Reference 53

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no resolver link, observed 2026-08-15T16:26:38.535747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:26:38.535747Z digest=sha256:c403f0a8f6e4fb89168547e495563803235f3bb4d5bd90780d216cc7558a2aad

Observation 7d2635f0-3e2c-4f01-a766-30174f68081d · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 54

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raw_fallback, observed 2026-08-15T16:26:39.828739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.541972Z digest=sha256:66e17e0a29b05f2b8774bda21d00eccc7a2120c5538eb67c4b159104aa20bdb8

Observation d2961752-69f7-4042-b9f0-395cb5a083b5 · outbound

This paper cites Top Leaderboard Ranking = Top Coding Proficiency, Always? EvoEval: Evolving Coding Benchmarks via LLM.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Top Leaderboard Ranking = Top Coding Proficiency, Always? EvoEval: Evolving Coding Benchmarks via LLM

Reference 55

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source=pdf_text observed=2026-08-15T16:26:38.548821Z digest=sha256:70dfc17f6c65cd9a11a5a93446abcee23b01c7f52516339e8ac72e9d602b1c48

Observation bcd35ff9-a7ba-41f8-8a6d-eb8d377073a0 · outbound

This paper cites an unresolved cited work.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Unresolved cited work

Reference 56

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no resolver link, observed 2026-08-15T16:26:38.530517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:26:38.530517Z digest=sha256:1fd3f47826b1976c970e45aeab935dd60ccc832d2458e873921cca3792340701

Observation 3114a198-65c7-413a-a6da-5b7a9c8ee419 · outbound

This paper cites Test suite effectiveness metric evaluation: what do we know and what should we do?.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Test suite effectiveness metric evaluation: what do we know and what should we do?

Reference 57

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local_arxiv, observed 2026-08-15T16:26:38.668355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.560421Z digest=sha256:58c172f3e1acc51e42931138caa15713ee409e13bcca89f13f8a59074c14fc43

Observation 22fcc6b1-d693-4274-9518-6a083a81bbd3 · outbound

This paper cites SPRIG: Improving Large Language Model Performance by System Prompt Optimization.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study SPRIG: Improving Large Language Model Performance by System Prompt Optimization

Reference 60

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no resolver link, observed 2026-08-15T16:26:38.554988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:26:38.554988Z digest=sha256:09c360a5200d38052c424fa17cd4dc83e39cd13231d561cdf427099130ae47c9

Observation 2adf4c6b-9c04-4070-a4ac-16dc3f899a4f · outbound

This paper cites In2017 IEEE 31st International Conference on Advanced Information Networking and Applications (AINA).

Combining TSL and LLM to Automate REST API Testing: A Comparative Study In2017 IEEE 31st International Conference on Advanced Information Networking and Applications (AINA)

Reference 2017

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doi, observed 2026-08-15T16:26:38.604967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.484507Z digest=sha256:a8b9169f26576138cfe6f5336aec3c738107b2f939fe36226ef25f58efe229e5

Observation 8f8a01ba-7eb4-4945-a437-e0467f03adb1 · outbound

This paper cites Mind the Gap: The Difference Between Coverage and Mutation Score Can Guide Testing Efforts.

Combining TSL and LLM to Automate REST API Testing: A Comparative Study Mind the Gap: The Difference Between Coverage and Mutation Score Can Guide Testing Efforts

Reference 2023

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metadata mismatch
local_arxiv, observed 2026-08-15T16:26:39.445991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.340641Z digest=sha256:2fd70912a809c7a931f4e355d412fcf425de2b1943449404817e3a2665846ec1

Observation 71f16917-fe8d-4f25-9cfe-22eed17eca03 · outbound

This paper cites https: //www.inf.usi.ch/faculty/pezze/media/SE2030SENreport.pdf [Online; accessed 1-Apr-2025].

Combining TSL and LLM to Automate REST API Testing: A Comparative Study https: //www.inf.usi.ch/faculty/pezze/media/SE2030SENreport.pdf [Online; accessed 1-Apr-2025]

Reference 2024

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raw_fallback, observed 2026-08-15T16:26:40.011738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:26:38.454765Z digest=sha256:4cf5492f9177d7f982189874a1bbcc2671fc6ab647fd9c27973226b2573565ee

Pith citing papers

Observation 7f2c8993-664f-405a-9b0d-61e17fe8a223 · inbound

RESTestBench: A Benchmark for Evaluating the Effectiveness of LLM-Generated REST API Test Cases from NL Requirements cites this paper.

RESTestBench: A Benchmark for Evaluating the Effectiveness of LLM-Generated REST API Test Cases from NL Requirements Combining TSL and LLM to Automate REST API Testing: A Comparative Study

Reference 12

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arxiv_id, observed 2026-05-12T00:01:14.101898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-07T15:57:55.966235Z digest=sha256:5b32104a737f332db549f33916cd7a1ed6b6c03cd51ea8614155a96c46788645

Observation c21a1b8e-a852-4cd5-a02f-2cf45c9bea35 · inbound

To Vibe Research or Not to Vibe Research? Generative AI in Qualitative Research cites this paper.

To Vibe Research or Not to Vibe Research? Generative AI in Qualitative Research Combining TSL and LLM to Automate REST API Testing: A Comparative Study

Reference 75

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arxiv_id, observed 2026-05-09T20:32:22.843927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-05-09T20:30:05.062191Z digest=sha256:d266aa4bccd23a716122ec6a00146dfcec89ebceeabc6202ce63d5f908506f48

Observation e18dc8cd-bf35-426b-aca2-a48611228110 · inbound

Shaping Schema via Language Representation as the Next Frontier for LLM Intelligence Expanding cites this paper.

Shaping Schema via Language Representation as the Next Frontier for LLM Intelligence Expanding Combining TSL and LLM to Automate REST API Testing: A Comparative Study

Reference 67

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arxiv_id, observed 2026-05-12T05:41:27.150099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-12T05:01:38.118237Z digest=sha256:fbe21bad85967dae1b8bd1a2dbdc0a3fc9ad3b28b294dba2174d4f0cae5c6eb1

Observation 009a288c-4ecf-4832-975f-7f0c38fa7cb5 · inbound

MASTOR: A Multi-Agent Approach to Semantic Test Oracle Generation for RESTful APIs cites this paper.

MASTOR: A Multi-Agent Approach to Semantic Test Oracle Generation for RESTful APIs Combining TSL and LLM to Automate REST API Testing: A Comparative Study

Reference 8

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arxiv_id, observed 2026-07-03T06:17:42.519659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-06-27T12:43:39.624258Z digest=sha256:f64a9e5855fecffedcaa5a52ddc066e7450b257010c29119fa502c94f4ef6ec6