ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges | Paper Citation Record

Observation e4cce876-f4b8-47cd-996c-d279f83f7ca0 · outbound

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ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

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This paper cites • Mathematical Rigor: Evaluate if the formula- tion is mathematically sound, employing formal- ized expressions and highlighting any gaps or inconsistencies.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges • Mathematical Rigor: Evaluate if the formula- tion is mathematically sound, employing formal- ized expressions and highlighting any gaps or inconsistencies

Reference 2

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This paper cites • Data Reliability: Assess the trustworthiness of the data based on source credibility, consistency, and potential biases.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges • Data Reliability: Assess the trustworthiness of the data based on source credibility, consistency, and potential biases

Reference 3

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This paper cites • Model Implementation: Assess whether the code is clean, modular, efficient, reproducible, and properly tested.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges • Model Implementation: Assess whether the code is clean, modular, efficient, reproducible, and properly tested

Reference 4

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Observation 98001482-f8b2-4351-b9d7-02da3726d5f2 · outbound

This paper cites Humanity's Last Exam.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Humanity's Last Exam

Reference 5

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Observation 59dc3927-04d3-4834-853c-16cca3d7c232 · outbound

This paper cites System Prompt for Tool Agent (Tool Use Instruction) You are an advanced Modeling Agent with access to multiple tools to help solve real-world mathematical modeling problems.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges System Prompt for Tool Agent (Tool Use Instruction) You are an advanced Modeling Agent with access to multiple tools to help solve real-world mathematical modeling problems

Reference 6

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Observation 79c93196-2ef8-468c-a29f-a50957410c4f · outbound

This paper cites Thus, for one problem, it may need data from diverse aspect.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Thus, for one problem, it may need data from diverse aspect

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:28:17.453765Z

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Observation d95eb3bf-dc83-4ad7-8e93-e99656d232a6 · outbound

This paper cites Given the question, whether you are able to think of at least famous mathematical models that could be applied for analysis.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Given the question, whether you are able to think of at least famous mathematical models that could be applied for analysis

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:28:17.497617Z

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Observation 575c8aed-636a-4819-b571-3c17b783c9c8 · outbound

This paper cites You should choose from the following options: A.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges You should choose from the following options: A

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:28:17.596473Z

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This paper cites - Grey Relational Analysis (GRA): Evaluates relationships between different factors with incomplete or uncertain data.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - Grey Relational Analysis (GRA): Evaluates relationships between different factors with incomplete or uncertain data

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:28:17.700534Z

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ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - Time Series Models: Forecasting techniques based on past data trends (e.g., ARIMA)

Reference 14

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Observation 76f77b09-94e2-498a-9b2a-0cd95a698c68 · outbound

This paper cites - Decision Tree: A rule-based classification model.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - Decision Tree: A rule-based classification model

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:28:17.890316Z

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Observation 16762f4f-33e4-4148-a736-b92f26b2d9a3 · outbound

This paper cites - Analysis of Variance (ANOV A): Tests differences among multiple groups.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - Analysis of Variance (ANOV A): Tests differences among multiple groups

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T15:28:17.962897Z

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 17

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 18

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 20

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This paper cites System Prompt for ModelingJudge Groundedness of Data {{Expert Role Description}} You are currently evaluating mathematical modeling papers.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges System Prompt for ModelingJudge Groundedness of Data {{Expert Role Description}} You are currently evaluating mathematical modeling papers

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:28:18.512516Z

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 22

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 24

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ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

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This paper cites System Prompt for ModelingJudge Groundedness of Modeling {{Expert Role Description}} You are currently evaluating mathematical modeling papers.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges System Prompt for ModelingJudge Groundedness of Modeling {{Expert Role Description}} You are currently evaluating mathematical modeling papers

Reference 26

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

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Observation 45f0d9f8-8550-452a-a9d3-47b980e5b30f · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

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ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges System Prompt for ModelingJudge Innovativeness {{Expert Role Description}} You are currently evaluating mathematical modeling papers

Reference 31

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

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ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges in use" and

Reference 36

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This paper cites This includes government agencies, NGOs, international organizations, and private sector partners.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges This includes government agencies, NGOs, international organizations, and private sector partners

Reference 37

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ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - *Influence* refers to the stakeholder’s ability to affect the project’s outcome

Reference 38

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This paper cites Each stakeholder is assigned a score based on criteria such as past involvement in similar projects, resource availability, and strategic alignment with the project’s goals.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Each stakeholder is assigned a score based on criteria such as past involvement in similar projects, resource availability, and strategic alignment with the project’s goals

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:43.499146Z

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Observation dbbddd6c-de5f-4559-ac98-f7b2ae6daaf0 · outbound

This paper cites Factor analysis helps identify underlying relationships between variables and ensures the robustness of the scoring system.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Factor analysis helps identify underlying relationships between variables and ensures the robustness of the scoring system

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:43.214318Z

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This paper cites The selection criterion is a weighted sum of influence and interest scores: S = w1Is + w2Ts Where w1 and w2 are weights reflecting the relative importance of influence and interest.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges The selection criterion is a weighted sum of influence and interest scores: S = w1Is + w2Ts Where w1 and w2 are weights reflecting the relative importance of influence and interest

Reference 41

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Observation 5969706f-8b5e-4aa6-bafb-3bc75ac22e1e · outbound

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ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 42

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 43

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 44

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 45

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 46

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

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This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 50

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Observation 0f61a649-b448-4980-a003-4e6f5351a615 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 51

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Observation 0d53003b-817e-4e8a-9fb3-a6e8b2db6548 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 52

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Observation 856574fc-6a9c-4f8c-803b-4ce2c8d559f7 · outbound

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ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges You can call them by producing a JSON object that matches their name and parameters

Reference 53

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Observation 7e0e5db1-de93-4c6a-a965-b55ab5f8fc6f · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 54

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

Observation 2def1c0a-9246-4220-96c6-eb4ce6ee3a67 · outbound

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ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - If use_tool = true, fill out tool_params with the proper arguments for that tool

Reference 55

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Observation cf70ba35-8058-4ad3-9d36-ad86acc76d10 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 56

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

Observation d48a254a-e779-4bb3-bc58-f433255befae · outbound

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ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - Summarize results or new insights in your workspace environment

Reference 57

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Observation cdda2d5a-f65d-47a4-9060-00215b91d942 · outbound

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ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges This signals that your output is complete, and no further actions or tool calls are needed

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:38.462404Z

Source-reported events for the cited work

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Observation a91d3e67-3606-47a3-af2b-5c90e0989dd6 · outbound

This paper cites Focus on high-level planning and feedback.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Focus on high-level planning and feedback

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:38.154025Z

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.

Observation 7ad69e7b-35e2-412a-8b3c-417298828a1c · outbound

This paper cites Each task should include: Task name; A brief description of what it involves; The expected outcome or result.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Each task should include: Task name; A brief description of what it involves; The expected outcome or result

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:37.865823Z

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.

Observation 74c18611-6f50-4bfc-98eb-eaa4cd206559 · outbound

This paper cites - Key Assumptions and Justifications: Summarize the assumptions or simplifications made and provide reasons for each.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - **Key Assumptions and Justifications:** Summarize the assumptions or simplifications made and provide reasons for each

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:37.643682Z

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.

Observation a0e9d88f-0f47-42d0-b86f-d7e41f8c8a22 · outbound

This paper cites - A section for Feedback regarding the previous run’s performance and suggestions.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - A **section for Feedback** regarding the previous run’s performance and suggestions

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:37.419309Z

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.

Observation c84c3a6e-bb15-46fb-83b6-135930e1b56d · outbound

This paper cites - You do not need to provide code or file outputs.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - You do not need to provide code or file outputs

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:37.211231Z

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.

Observation a6b9a4dc-f9ff-465a-873a-0578d6c4a7a8 · outbound

This paper cites Determine which factors might influence the outcome.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Determine which factors might influence the outcome

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:36.922839Z

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.

Observation 9cfb278f-a947-401a-b18a-2a55b00c4e4f · outbound

This paper cites This might include land pricing history, inflation indices, or any official documents.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges This might include land pricing history, inflation indices, or any official documents

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:36.753542Z

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.

Observation 21a8c774-a258-4787-8174-5e2644cb79cf · outbound

This paper cites - Simplify or exclude less relevant factors, providing justification as to why they have minimal impact on the final result.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - Simplify or exclude less relevant factors, providing justification as to why they have minimal impact on the final result

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:36.587837Z

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.

Observation 7bf5f8e7-82f4-4ed0-9d00-83b12cbdaa1c · outbound

This paper cites - Perform calculations, verify intermediate steps, and confirm consistency or reasonability.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - Perform calculations, verify intermediate steps, and confirm consistency or reasonability

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:36.406251Z

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.

Observation f817f6a9-329e-40da-bb8d-a28e8f0c62c3 · outbound

This paper cites next step.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges next step

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:36.132908Z

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.

Observation b5fbac55-d4f1-454d-9ecb-2a35343341d5 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:35.902228Z

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.

Observation 81a6a1de-a978-4ad2-a46f-2c2acbadc25f · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:35.579585Z

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.

Observation acef3755-b9d3-4a4c-8bc3-fb834ef8b1d3 · outbound

This paper cites - Provide a detailed analysis of what should be done to achieve the objective.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - Provide a detailed **analysis** of what should be done to achieve the objective

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:35.321057Z

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.

Observation 61f4fce9-7f41-4ace-b9fb-ba8ebb30c3c5 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:35.050875Z

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.

Observation ec9fe6e5-396b-4d73-b098-b7d5c30c28c7 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:34.761635Z

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.

Observation 63b086ca-1368-423b-8c6a-928d4cf2d37a · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:34.515869Z

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.

Observation 05ab4ff7-00f0-4ec5-9cbe-70d9ce418340 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:34.266732Z

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.

Observation 44cbb28e-c7f1-4826-8c0d-c6d6afcfc5d8 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:34.022881Z

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.

Observation 5f866aaf-2de5-49e6-abc8-90362c43f7ff · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:33.722176Z

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.

Observation 0ee2f381-8cde-46a0-baaf-730cf1524e4e · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:33.495553Z

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.

Observation aa94b822-b1a5-4e1a-b69b-24b48a542769 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:33.229016Z

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.

Observation ad51c327-f911-4683-acf8-ccc05d5a3e24 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:32.914074Z

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.

Observation bc1cf3ca-c170-4cab-ba92-ae39946dda63 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:32.620251Z

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.

Observation d984372e-d013-4258-a7e4-5aafbd6d4d44 · outbound

This paper cites Figure 23: System instruction for Data Searcher Agent in ModelingAgent.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Figure 23: System instruction for Data Searcher Agent in ModelingAgent

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:32.375472Z

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.

Observation 08077d54-3c49-4e75-a214-208abdb4531f · outbound

This paper cites - Identify the key system components and desired outcomes.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - Identify the key system components and desired outcomes

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:32.149620Z

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.

Observation 8252c56c-a60c-4398-bd48-8cdb70656609 · outbound

This paper cites - Establish constraints and governing conditions.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - Establish constraints and governing conditions

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:31.842119Z

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.

Observation c69c5682-37bc-4384-bd50-46ba0aea3955 · outbound

This paper cites - Justify the inclusion of each variable, assumption, and equation.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges - Justify the inclusion of each variable, assumption, and equation

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:31.667964Z

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.

Observation e3cd327a-47cc-4a23-b045-a607e278d72f · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:31.419825Z

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.

Observation bdd4526a-0e02-48c7-8bf9-0dcf8b7c90a8 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:31.162595Z

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.

Observation b2305ea9-d91a-44db-948f-9ee2ee860d82 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:30.978799Z

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.

Observation 011db8cd-e119-47c7-be0c-05bead6f4976 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:30.774198Z

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.

Observation d58ae7c5-6702-4828-b844-1c195fa01187 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:30.522622Z

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.

Observation 123d6fed-ee82-4ced-b447-13c07680a1d7 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 91

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:30.292677Z

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.

Observation e20c1ed6-f4a7-4fb5-a2c6-6236a6a43e4f · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 92

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:30.117300Z

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.

Observation 3cde74c0-8fd4-4bc0-9620-a838f0b833b4 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:29.854179Z

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.

Observation de322e60-27e0-4ee0-a118-724580808bf6 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 94

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:29.642802Z

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.

Observation 76dd55d6-75bf-48df-abb4-f3c2c72a95e6 · outbound

This paper cites System Prompt for Report Writer Agent ## Task You are a specialized assistant trained to write a math modeling report.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges System Prompt for Report Writer Agent ## Task You are a specialized assistant trained to write a math modeling report

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:29.362200Z

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.

Observation 4204af8d-8235-4518-86fc-f28a16e23987 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 96

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:29.040452Z

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.

Observation 5797fbaf-51b2-4cb5-8f02-23b963b912d2 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 97

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:28.817733Z

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.

Observation bd451d57-e7b1-4731-b52f-cd889ac59c48 · outbound

This paper cites You should follow the following process when writing the modeling and analysis process:.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges You should follow the following process when writing the modeling and analysis process:

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:28.542032Z

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.

Observation b0a90dee-60a1-4b00-a92f-046b15a8e106 · outbound

This paper cites If a report file exists, connect this with the report file to fully understand what you have done.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges If a report file exists, connect this with the report file to fully understand what you have done

Reference 99

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:28:28.310992Z

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.

Observation eadc5de7-72cf-4e6d-ad8f-8f861bfd2378 · outbound

This paper cites an unresolved cited work.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Unresolved cited work

Reference 100

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:28:28.201943Z

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.

Observation 4c98332e-73d9-4673-89c4-643cb72b2445 · outbound

This paper cites AgentBench: Evaluating LLMs as Agents.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges AgentBench: Evaluating LLMs as Agents

Reference 142

Resolution: unresolved; no resolver link, observed 2026-08-07T15:28:17.032444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec2b9596-730b-4b2c-bca5-4dc76e8e3583 · outbound

This paper cites CLIN: A Continually Learning Language Agent for Rapid Task Adaptation and Generalization.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges CLIN: A Continually Learning Language Agent for Rapid Task Adaptation and Generalization

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T15:28:17.078849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1a594d3-342c-41cc-8534-9dafe27c7ad7 · outbound

This paper cites Language Models are Alignable Decision-Makers: Dataset and Application to the Medical Triage Domain.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Language Models are Alignable Decision-Makers: Dataset and Application to the Medical Triage Domain

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T15:28:16.994806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66a77a6f-3425-45a3-b596-165ae319ebc6 · outbound

This paper cites arXiv preprint arXiv:2501.01849.

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges arXiv preprint arXiv:2501.01849

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T15:28:16.898172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers