PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language | Paper Citation Record

Observation 59fe9250-dcf8-4a7f-b091-93720fdba18c · outbound

This paper cites DeepSeek-V3 Technical Report.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language DeepSeek-V3 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:48.294460Z

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Observation dbd00df6-4a0a-4982-b3a8-70e9947fb6ba · outbound

This paper cites 2021 , publisher=.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language 2021 , publisher=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:48.411025Z

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Observation fc6640a2-74fd-4f26-b6ed-c355ed03e245 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 3

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Observation 04a0557c-a59e-4a5b-b8c7-177c3c8a5c89 · outbound

This paper cites Autoformulation of Mathematical Optimization Models Using.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Autoformulation of Mathematical Optimization Models Using

Reference 4

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Observation dce74a9e-48ad-420d-8ff2-682f06f6e7cb · outbound

This paper cites Solver-Informed.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Solver-Informed

Reference 5

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Observation 949a2d59-ff0a-4453-b0db-69ebf1e23a96 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume=.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Proceedings of the AAAI Conference on Artificial Intelligence , volume=

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:48.899160Z

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Observation 6ce875e7-75e6-4cd2-8838-b600a2c7a587 · outbound

This paper cites 2025 , howpublished =.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language 2025 , howpublished =

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:49.045883Z

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Observation 7732ae15-efb0-4fea-b533-347cb816b699 · outbound

This paper cites Proceedings of the 61st annual meeting of the association for computational linguistics (volume 1: long papers) , pages=.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Proceedings of the 61st annual meeting of the association for computational linguistics (volume 1: long papers) , pages=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:49.161314Z

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Observation f6502365-7368-4f77-b381-5f8fab37e312 · outbound

This paper cites Journal of Statistics and Management Systems , volume=.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Journal of Statistics and Management Systems , volume=

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:49.348478Z

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Observation cb5b8119-6a10-4eba-848c-ca213303bfb3 · outbound

This paper cites DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:49.511400Z

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Observation fb66d131-c06b-490f-b327-8009cc5f77e5 · outbound

This paper cites Step-Opt: Boosting Optimization Modeling in LLMs through Iterative Data Synthesis and Structured Validation.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Step-Opt: Boosting Optimization Modeling in LLMs through Iterative Data Synthesis and Structured Validation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:49.583260Z

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Observation 0b32f477-f016-4790-b9ca-9fb3fd6adcbc · outbound

This paper cites rStar2-Agent: Agentic Reasoning Technical Report.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language rStar2-Agent: Agentic Reasoning Technical Report

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:49.632692Z

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Observation 53473fd8-9e20-43d1-a201-7b7a93e8494e · outbound

This paper cites ReTool: Reinforcement Learning for Strategic Tool Use in.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language ReTool: Reinforcement Learning for Strategic Tool Use in

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:49.756153Z

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Observation 1a272d36-34d3-4e4b-b5e8-33398f6608a2 · outbound

This paper cites an unresolved cited work.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

Reference 14

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Observation 997cba08-e461-4b58-bbff-a283b7736f19 · outbound

This paper cites an unresolved cited work.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

Reference 15

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Observation baf0ce2b-0d9e-4188-b2d4-6f9830462a5e · outbound

This paper cites Stronger.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Stronger

Reference 16

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Observation 65a78ef7-3e5b-49be-aeda-577874f59027 · outbound

This paper cites Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving

Reference 17

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Observation 2d20eb00-c2f4-4894-a861-90d645ecb2f3 · outbound

This paper cites Agent-R1: A Unified and Modular Framework for Agentic Reinforcement Learning.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Agent-R1: A Unified and Modular Framework for Agentic Reinforcement Learning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:50.330818Z

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Observation 409c3a96-dc49-499a-87ef-9659b93fbee6 · outbound

This paper cites ReTool: Reinforcement Learning for Strategic Tool Use in LLMs.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:50.433702Z

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Observation c22399ad-44b7-4630-a815-a6976b4ac72a · outbound

This paper cites and Zhou, Denny and Chen, Xinyun , month = apr, year =.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language and Zhou, Denny and Chen, Xinyun , month = apr, year =

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:50.615752Z

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Observation b78fb9ad-227f-402b-b5ed-fc1ce46c4750 · outbound

This paper cites Evolutionary.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Evolutionary

Reference 21

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Observation a8a4e59b-4b17-4462-b9d0-93798f562196 · outbound

This paper cites an unresolved cited work.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

Reference 22

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Observation af66c269-8ffc-4ae3-ac9e-0ff93e9c2829 · outbound

This paper cites an unresolved cited work.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:50.932384Z

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Observation 42988421-2ccd-4e6c-ae01-8533a5b848a3 · outbound

This paper cites 2024 , editor =.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language 2024 , editor =

Reference 24

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Observation 5bbc3276-d689-4752-b8fa-4ef1843a8d5b · outbound

This paper cites Nature , author =.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Nature , author =

Reference 25

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Observation a900114a-6a60-4a76-9f92-1455fb8b1cdc · outbound

This paper cites Position:.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Position:

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:51.427643Z

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Observation 339d5a52-d028-460a-8254-e36cca6cbdf5 · outbound

This paper cites an unresolved cited work.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

Reference 27

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Observation 5b14bfb5-fae2-4811-8f1f-67ed0c08d834 · outbound

This paper cites and Desai, Nishkrit and Bae, Juhan and Lorraine, Jonathan and Ba, Jimmy , month = dec, year =.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language and Desai, Nishkrit and Bae, Juhan and Lorraine, Jonathan and Ba, Jimmy , month = dec, year =

Reference 28

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Observation 445de100-d5b4-49c4-840b-dfae9a308042 · outbound

This paper cites an unresolved cited work.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

Reference 29

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Observation b9537ca3-9076-4148-b62e-6aac094d24e4 · outbound

This paper cites Data-driven.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Data-driven

Reference 30

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Observation b6ef9fd4-45d0-402b-b67b-49b31a8cc9a5 · outbound

This paper cites 2024 , url =.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language 2024 , url =

Reference 31

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Observation 18c23940-6a4d-41a1-9ec2-8964ca524007 · outbound

This paper cites an unresolved cited work.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

Reference 32

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Observation df7bbb8f-318e-4402-88e5-4899015dc4cb · outbound

This paper cites Augmenting Operations Research with Auto-Formulation of Optimization Models from Problem Descriptions.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Augmenting Operations Research with Auto-Formulation of Optimization Models from Problem Descriptions

Reference 33

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Observation ea56522a-84c7-42b9-a57d-7d49f16d99d0 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

Reference 34

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language 2022 , publisher =

Reference 35

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Observation 00a19128-7189-41e5-a4c9-9c7cd34646c5 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages

Reference 36

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Observation 4ee2ed22-74c9-4ee4-b28b-90c7f65fd01b · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Technical

Reference 37

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Observation 3c5478ea-229c-4b3d-92fd-8597125dbd9c · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

Reference 38

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Observation b908f87f-abd2-4723-b9dd-614a998b3e63 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Benchmarking

Reference 39

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Observation 99e9b267-ad44-487e-ae56-65dbd5f57b56 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Artificial Intelligence for Operations Research: Revolutionizing the Operations Research Process

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:53.442358Z

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Observation 0f564c18-671b-4114-be8e-e40ce86b309a · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

Reference 42

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Observation c5ea999d-cf15-42a0-9488-c37e3a1a7ba0 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Synthesizing mixed-integer linear programming models from natural language descriptions , url =

Reference 43

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

Reference 44

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

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Observation d1d0e03b-1fab-4acb-a6a3-b390d9982125 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

Reference 46

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Observation 25efbb9d-857f-4f5b-bc79-249fcc0c5f97 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language LIPIcs, Volume 307, CP 2024 , author =

Reference 47

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Observation 454c8a25-6443-446e-b815-4ea5ac257e1d · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Training

Reference 48

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Observation 8fc0e15f-acaa-4eb5-9b53-1ffdfc754a16 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

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Observation 665e70da-e2c0-4d33-abe3-cdb55fec9f6f · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language 2026 , url=

Reference 50

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Observation 883fefe9-b45b-4da6-ada6-1aaaf4794628 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving

Reference 51

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Observation e5411e1e-52e1-4d6c-a80c-8aaaa983226d · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Evaluating LLM Reasoning in the Operations Research Domain with ORQA

Reference 52

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Observation 75d5edab-656c-4899-984b-8318e0fae663 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Operations Research , year=

Reference 53

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Observation 007caddb-6753-4105-8551-4ef37060b91d · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language doi:10.48550/arXiv.2501.08406 , abstract =

Reference 54

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language MCP-Solver: Integrating Language Models with Constraint Programming Systems

Reference 55

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Observation 99639999-0893-409f-935e-fa3314c53443 · outbound

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Reference 56

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language The Thirty-ninth Annual Conference on Neural Information Processing Systems , year =

Reference 57

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Observation ad45008e-8614-498b-8813-eae2c1780ddb · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization Modeling

Reference 58

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Observation 8f956ad5-9ee3-4ca4-a203-b725212bf2ba · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language 2025 , url=

Reference 59

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Observation f622673b-a2a4-451b-b092-b48cb9f35de4 · outbound

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Observation e087efa4-2e24-4afc-94ac-6980bd76e313 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Unresolved cited work

Reference 61

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Observation 2de910a9-8479-4a6f-9aeb-bda3c8526859 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Text2Zinc: A Cross-Domain Dataset for Modeling Optimization and Satisfaction Problems in MiniZinc

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:56.172334Z

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language doi:10.48550/arXiv.2504.16918 , abstract =

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Reference 65

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language OptiTree: Hierarchical Thoughts Generation with Tree Search for

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Reference 70

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language doi:10.48550/arXiv.2506.06052 , abstract =

Reference 71

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Reference 73

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Observation bd0bc3b0-093c-4285-9967-b163847e0b24 · outbound

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Reference 74

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This paper cites ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning

Reference 76

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language OPT-BENCH: Evaluating LLM Agent on Large-Scale Search Spaces Optimization Problems

Reference 77

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Observation dd78830e-e6fb-4a56-afc2-9ca9d2624a25 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Forty-second International Conference on Machine Learning , year =

Reference 78

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Reference 79

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Reference 80

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Observation 6df4a15a-2efd-4a44-9138-87a81efcaa1c · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Optimization

Reference 81

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Reference 82

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Observation b27927aa-a610-44af-85e8-e7d1661527b3 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language 2025 , url =

Reference 83

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Reference 84

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language 2007 , publisher=

Reference 85

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Observation 79f6c82c-079d-442a-a6f3-6776ad16426f · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Synthesis of Mathematical programs from Natural Language Specifications

Reference 86

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Observation 60117071-314d-4b06-9ed9-f54a56f139a4 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language The Landscape of Agentic Reinforcement Learning for

Reference 87

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language doi:10.48550/arXiv.2509.22979 , abstract =

Reference 88

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Observation b81399e4-9078-4fb9-9be7-933ca1dcffd6 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language doi:10.48550/arXiv.2510.27610 , abstract =

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:58.151318Z

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Observation 55ba3811-5321-4bb0-8923-1363abf40cf3 · outbound

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Reference 90

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Source-reported events for the cited work

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Observation 1076dd38-f377-4469-9c38-1ee73250d303 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Proceedings of the 29th symposium on operating systems principles , pages=

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:58.376586Z

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Observation 907b1b07-6a7a-4f04-ba32-2ac3c86a8e7c · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language 2024 , eprint=

Reference 92

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Observation 0ee2784d-0413-484a-a87b-813c25a3cfa3 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Octopus v2: On-device language model for super agent

Reference 93

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Observation 6e06dd09-586b-48fc-8d4d-d5dbdd547609 · outbound

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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Small Language Models are the Future of Agentic AI

Reference 94

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Pith citing papers