Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents | Paper Citation Record

Observation 8c9d1e7c-c348-422f-946b-62e9568cbc46 · outbound

This paper cites ReAct: Synergizing reasoning and acting in language models.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents ReAct: Synergizing reasoning and acting in language models

Reference 1

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Observation 72f10df0-056f-4523-8e0e-6aca88842e4b · outbound

This paper cites Toolformer: Language models can teach themselves to use tools,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Toolformer: Language models can teach themselves to use tools,

Reference 2

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This paper cites $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains

Reference 3

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This paper cites Preventing repeated real world AI failures by cataloging incidents: The AI incident database,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Preventing repeated real world AI failures by cataloging incidents: The AI incident database,

Reference 4

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This paper cites RealHarm: A collection of real-world language model application failures,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents RealHarm: A collection of real-world language model application failures,

Reference 5

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Observation f27b15c7-3df5-4d10-bf94-f07e62d6107d · outbound

This paper cites $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment

Reference 6

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This paper cites WebArena: A realistic web environment for building autonomous agents,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents WebArena: A realistic web environment for building autonomous agents,

Reference 7

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Observation 0f3b2126-34aa-4a65-826f-ade350a7d323 · outbound

This paper cites GAIA: A benchmark for general AI assistants,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents GAIA: A benchmark for general AI assistants,

Reference 8

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This paper cites AppWorld: A controllable world of apps and people for benchmarking interactive coding agents,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents AppWorld: A controllable world of apps and people for benchmarking interactive coding agents,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.377808Z

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Observation c9221d46-79f0-4923-8502-f38c9021ec18 · outbound

This paper cites SWE-bench: Can language models resolve real-world GitHub issues?.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents SWE-bench: Can language models resolve real-world GitHub issues?

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.401263Z

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This paper cites an unresolved cited work.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Unresolved cited work

Reference 11

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Observation 63c1db74-4e01-44c4-8c8c-8f522b8203c8 · outbound

This paper cites SpecOps: A fully automated AI agent testing framework in real-world GUI environments,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents SpecOps: A fully automated AI agent testing framework in real-world GUI environments,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.347539Z

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This paper cites STELLAR: A search- based testing framework for large language model applications.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents STELLAR: A search- based testing framework for large language model applications

Reference 13

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Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Unresolved cited work

Reference 14

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This paper cites A practitioner’s guide to process mining: Limitations of the directly-follows graph,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents A practitioner’s guide to process mining: Limitations of the directly-follows graph,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.422481Z

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This paper cites τ 3-bench: From text-only to multimodal, knowledge- aware agent evaluation,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents τ 3-bench: From text-only to multimodal, knowledge- aware agent evaluation,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.429430Z

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This paper cites Event abstraction for process mining using supervised learning techniques,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Event abstraction for process mining using supervised learning techniques,

Reference 17

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This paper cites Event abstraction in process mining: Literature review and taxonomy,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Event abstraction in process mining: Literature review and taxonomy,

Reference 18

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Observation a3e665c4-f53a-48ac-830b-15ce92ec3fb1 · outbound

This paper cites Boundary value exploration for software analysis,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Boundary value exploration for software analysis,

Reference 19

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This paper cites Automated robustness testing of off-the-shelf software components,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Automated robustness testing of off-the-shelf software components,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.427615Z

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Observation 954f9e5c-be91-4ff4-8818-3fd3c6f4b45d · outbound

This paper cites τ- knowledge: Evaluating conversational agents over unstructured knowl- edge,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents τ- knowledge: Evaluating conversational agents over unstructured knowl- edge,

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-07-10T00:06:37.976247Z

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This paper cites ToolLLM: Facilitating large language models to master 16000+ real-world APIs,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents ToolLLM: Facilitating large language models to master 16000+ real-world APIs,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.391348Z

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This paper cites Towards self-evolving benchmarks: Synthesizing agent trajectories via test-time exploration under validate-by-reproduce paradigm.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Towards self-evolving benchmarks: Synthesizing agent trajectories via test-time exploration under validate-by-reproduce paradigm

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-07-10T00:06:37.963929Z

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This paper cites Revisiting benchmark and assessment: An agent-based exploratory dynamic evaluation framework for llms.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Revisiting benchmark and assessment: An agent-based exploratory dynamic evaluation framework for llms

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-07-10T00:06:37.975111Z

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This paper cites Graph2Eval: Automatic multimodal task generation for agents via knowledge graphs,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Graph2Eval: Automatic multimodal task generation for agents via knowledge graphs,

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-10T00:06:37.973251Z

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Observation 5bddc95b-cf75-4d8b-bd2c-3374077b922a · outbound

This paper cites Are Large Language Models Reliable AI Scientists? Assessing Reverse-Engineering of Black-Box Systems.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Are Large Language Models Reliable AI Scientists? Assessing Reverse-Engineering of Black-Box Systems

Reference 26

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This paper cites Mining specifications,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Mining specifications,

Reference 27

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This paper cites Discovering models of software processes from event-based data,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Discovering models of software processes from event-based data,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.395137Z

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This paper cites Automatic generation of software behavioral models,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Automatic generation of software behavioral models,

Reference 29

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This paper cites Inferring models of concurrent systems from logs of their behavior with CSight,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Inferring models of concurrent systems from logs of their behavior with CSight,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.410430Z

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Observation a0c731b5-5311-457b-9da7-7e14474b33d1 · outbound

This paper cites Workflow mining: Discovering process models from event logs,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Workflow mining: Discovering process models from event logs,

Reference 31

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This paper cites Discov- ering block-structured process models from event logs—a constructive approach,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Discov- ering block-structured process models from event logs—a constructive approach,

Reference 32

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This paper cites Applying graph reduction techniques for identifying structural conflicts in process models,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Applying graph reduction techniques for identifying structural conflicts in process models,

Reference 33

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This paper cites Learning regular sets from queries and counterexamples,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Learning regular sets from queries and counterexamples,

Reference 34

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This paper cites Unsupervised dialog structure learning,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Unsupervised dialog structure learning,

Reference 35

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Observation 8b21782c-e4f6-4cf1-8c76-f9e32d4497df · outbound

This paper cites Dialog2Flow: Pre-training soft-contrastive action-driven sentence embeddings for automatic dia- log flow extraction,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Dialog2Flow: Pre-training soft-contrastive action-driven sentence embeddings for automatic dia- log flow extraction,

Reference 36

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This paper cites Agenda-based user simulation for bootstrapping a POMDP dialogue system,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Agenda-based user simulation for bootstrapping a POMDP dialogue system,

Reference 37

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This paper cites ConvLab-2: An open-source toolkit for building, evaluating, and diagnosing dialogue systems,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents ConvLab-2: An open-source toolkit for building, evaluating, and diagnosing dialogue systems,

Reference 38

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Observation 2fc55fc5-d849-4b04-aa23-93c0f960bcdb · outbound

This paper cites A taxonomy of model- based testing approaches,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents A taxonomy of model- based testing approaches,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.385993Z

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Observation 75ce28d8-4ae0-40ca-ba6d-2e5f3c4d9ca9 · outbound

This paper cites Principles and methods of testing finite state machines—a survey,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Principles and methods of testing finite state machines—a survey,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.389665Z

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Observation f73ca176-6c76-43e6-9d34-280c4bf33ab5 · outbound

This paper cites Testing software design modeled by finite-state machines,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Testing software design modeled by finite-state machines,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.396696Z

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Observation 25e0e7b8-c0d7-4dfd-bdc5-0355e81b625d · outbound

This paper cites RESTler: Stateful REST API fuzzing,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents RESTler: Stateful REST API fuzzing,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.384367Z

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Observation 413c8bf1-30d6-41dd-9201-7823baa165db · outbound

This paper cites RESTful API automated test case generation with Evo- Master,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents RESTful API automated test case generation with Evo- Master,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.373884Z

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No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9c71df55-6f0d-40e5-86cb-c486edd2c362 · outbound

This paper cites Morest: Model-based RESTful API testing with execution feedback,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Morest: Model-based RESTful API testing with execution feedback,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.351133Z

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Observation fdfc078e-4aac-477b-a422-f5bbcb06dd86 · outbound

This paper cites KAT: Dependency-aware automated API testing with large language models,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents KAT: Dependency-aware automated API testing with large language models,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.375692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5ccd9764-a37b-474b-b12d-7afdcb0079dd · outbound

This paper cites Testing RESTful APIs: A survey,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Testing RESTful APIs: A survey,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.408976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2b3b289f-f2e8-4e78-98d5-f07c0cd671c2 · outbound

This paper cites An empirical evaluation of using large language models for automated unit test generation,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents An empirical evaluation of using large language models for automated unit test generation,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.412345Z

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Observation 5352081e-274f-4b47-bb01-3889218a77e5 · outbound

This paper cites CoverUp: Effective high coverage test generation for Python,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents CoverUp: Effective high coverage test generation for Python,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.417481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a19faacc-39ec-42e5-9c38-01a65f71e8cd · outbound

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

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Evaluating and improving ChatGPT for unit test generation,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.417180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c6508104-bd2e-4132-b3b5-e0026d11b7f7 · outbound

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

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents CodaMosa: Escaping coverage plateaus in test generation with pre-trained large language models,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.410662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 74a8218e-fa88-4365-9149-1b2c1b93a272 · outbound

This paper cites TestART: Improving LLM-based Unit Testing via Co-evolution of Automated Generation and Repair Iteration.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents TestART: Improving LLM-based Unit Testing via Co-evolution of Automated Generation and Repair Iteration

Reference 51

Resolution: verified exact; local_arxiv, observed 2026-07-10T00:06:37.970137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d2ee0e6d-23e2-41d1-865d-8836ec6aaeef · outbound

This paper cites The oracle problem in software testing: A survey.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents The oracle problem in software testing: A survey

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.362723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 91b24357-a3aa-40bb-a95e-781f191ad93b · outbound

This paper cites Pseudo-oracles for non-testable programs,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Pseudo-oracles for non-testable programs,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.368635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e755b481-bc90-4bad-9642-d31ac5d8b987 · outbound

This paper cites On testing non-testable programs,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents On testing non-testable programs,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.356276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5280139e-b263-4a46-9432-063d6ccc5e10 · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.379148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8919763f-e676-4082-b6e1-3691f34f621c · outbound

This paper cites Large language models cannot self-correct reasoning yet.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Large language models cannot self-correct reasoning yet

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.415797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 56f5958e-caa8-4320-9086-ead614e1fd1c · outbound

This paper cites On the Self-Verification Limitations of Large Language Models on Reasoning and Planning Tasks.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents On the Self-Verification Limitations of Large Language Models on Reasoning and Planning Tasks

Reference 57

Resolution: verified exact; local_arxiv, observed 2026-07-10T00:06:37.970034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation fc6e1223-e3df-467e-90f8-89dcda18765c · outbound

This paper cites Self-Refine: Iterative refinement with self-feedback,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Self-Refine: Iterative refinement with self-feedback,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.372182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ffd8ae57-7bb3-41f1-a318-d4876be7b2df · outbound

This paper cites CRITIC: Large language models can self-correct with tool-interactive critiquing,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents CRITIC: Large language models can self-correct with tool-interactive critiquing,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.377391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4b153557-3da1-4ffe-b1b5-bd2cff717884 · outbound

This paper cites Metamorphic testing: A review of challenges and opportunities,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Metamorphic testing: A review of challenges and opportunities,

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.398672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 45b02c00-7cdd-4acc-b72b-106b5381a916 · outbound

This paper cites Not what you’ve signed up for: Compromising real-world LLM- integrated applications with indirect prompt injection,.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Not what you’ve signed up for: Compromising real-world LLM- integrated applications with indirect prompt injection,

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.403085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 587a72f6-11a9-45de-b57e-fa05e453fc52 · outbound

This paper cites Ignore previous prompt: Attack techniques for language models.

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents Ignore previous prompt: Attack techniques for language models

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T00:06:38.419028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers