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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:48.450855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:48.572148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:48.759649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:49.918590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:49.992754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:50.103830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:50.220784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:50.725888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:50.815518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:51.087061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:51.242106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:51.618053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:51.781271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:51.935257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:52.090747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:52.203946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:52.366145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:52.461193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites an unresolved cited work.

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

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:52.611955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b42ca89-9dda-4a6a-a777-8ca8a8387421 · outbound

This paper cites 2022 , publisher =.

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

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:52.768963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:52.899166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Technical.

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

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:53.025380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites an unresolved cited work.

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

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:53.185547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Benchmarking.

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

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:53.303380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Artificial Intelligence for Operations Research: Revolutionizing the Operations Research Process.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites an unresolved cited work.

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

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:53.585358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 208e1141-9b9e-48ff-9501-483d565f463e · outbound

This paper cites an unresolved cited work.

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

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:53.694572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Synthesizing mixed-integer linear programming models from natural language descriptions , url =.

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

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:53.841066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6883b830-6024-407b-8ee7-567af5954082 · outbound

This paper cites an unresolved cited work.

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

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:53.915745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88e21319-d41f-4694-bc8d-da62360a2307 · outbound

This paper cites an unresolved cited work.

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

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:53.997413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites an unresolved cited work.

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

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:54.141252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites LIPIcs, Volume 307, CP 2024 , author =.

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

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:54.311502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Training.

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

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:54.429937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites an unresolved cited work.

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

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:54.604992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites 2026 , url=.

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

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:54.747025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:54.890173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Evaluating LLM Reasoning in the Operations Research Domain with ORQA.

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

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:55.047752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Operations Research , year=.

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

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:55.195246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites doi:10.48550/arXiv.2501.08406 , abstract =.

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

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:55.310474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e2aeb17-4cdb-4211-84ed-ee0cc0c5fd3c · outbound

This paper cites MCP-Solver: Integrating Language Models with Constraint Programming Systems.

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

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:55.426448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites an unresolved cited work.

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

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:55.540354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fde4ac12-903a-4007-aa47-c95242bb5810 · outbound

This paper cites The Thirty-ninth Annual Conference on Neural Information Processing Systems , year =.

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

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:55.655746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization Modeling.

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

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:55.806898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites 2025 , url=.

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

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:55.936228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites an unresolved cited work.

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

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:56.050783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites an unresolved cited work.

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

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:56.110002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Text2Zinc: A Cross-Domain Dataset for Modeling Optimization and Satisfaction Problems in MiniZinc.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f50e1ef2-8ebe-4288-a511-d9a7d48cca5b · outbound

This paper cites Automatic MILP Model Construction for Multi-Robot Task Allocation and Scheduling Based on Large Language Models.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Automatic MILP Model Construction for Multi-Robot Task Allocation and Scheduling Based on Large Language Models

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:56.256909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f45a96a8-07c5-4e5b-9da5-fa6439fe1fa7 · outbound

This paper cites doi:10.48550/arXiv.2504.16918 , abstract =.

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

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:56.345013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b6bfe33-da43-4a17-8bac-9f89d09bdd2b · outbound

This paper cites Learning to Reason under Off-Policy Guidance.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Learning to Reason under Off-Policy Guidance

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:56.425559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53e9d958-032f-4ff8-b99b-8bcadcd2e5f3 · outbound

This paper cites an unresolved cited work.

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

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:56.506416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41542d54-51a1-429e-a115-8fbbc1d23b56 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:56.593384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0bc3ef6-489a-42a1-a4b2-d224b6f51a70 · outbound

This paper cites an unresolved cited work.

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

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:56.673521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87ddf21e-dcbc-4d27-8eef-4926ca23fb90 · outbound

This paper cites OptiTree: Hierarchical Thoughts Generation with Tree Search for.

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

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:56.733848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52d8c388-bec8-4746-84b3-d22b97844bb1 · outbound

This paper cites an unresolved cited work.

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

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:56.815838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d44bc7d-116c-4b8d-bec6-fc42b18fbf2e · outbound

This paper cites doi:10.48550/arXiv.2506.06052 , abstract =.

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

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:56.897668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4294c21a-4527-414e-9bdb-01c362c3e01c · outbound

This paper cites START: Self-taught Reasoner with Tools.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language START: Self-taught Reasoner with Tools

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:56.982066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9596c2a7-07f3-4b56-8ec7-311c0e260014 · outbound

This paper cites an unresolved cited work.

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

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:57.035488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites an unresolved cited work.

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

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:57.117450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe72c77b-c69c-4de0-935c-ede187ca228a · outbound

This paper cites ORThought: Benchmarking and Automating Logistics Optimization Modeling.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language ORThought: Benchmarking and Automating Logistics Optimization Modeling

Reference 75

Resolution: verified exact; local_arxiv, observed 2026-08-02T14:08:19.903794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 47ed4700-2382-485d-8a6d-862d9e29a233 · outbound

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:57.232384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9ffee4b-2b47-4112-8e2e-8d49e0cf63f5 · outbound

This paper cites OPT-BENCH: Evaluating LLM Agent on Large-Scale Search Spaces Optimization Problems.

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

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:57.314444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Forty-second International Conference on Machine Learning , year =.

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

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:57.426249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ed228bc-4ecf-4c8d-96bb-507662a33856 · outbound

This paper cites 2026 , url =.

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

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:57.484031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14c197bf-e164-4d35-9865-561bea1a18f0 · outbound

This paper cites A Survey of Optimization Modeling Meets.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language A Survey of Optimization Modeling Meets

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:57.561073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Optimization.

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

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:57.645433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15361397-fb16-4c29-bb86-147dc33efd59 · outbound

This paper cites an unresolved cited work.

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

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:57.754465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites 2025 , url =.

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

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:57.837706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9e8d657-03ce-420d-bb69-469aca3d5de8 · outbound

This paper cites Journal of Hydrology , volume=.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language Journal of Hydrology , volume=

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:57.941216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bceddd21-4e0c-4e65-983c-50b961d440f8 · outbound

This paper cites 2007 , publisher=.

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

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:58.021382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Synthesis of Mathematical programs from Natural Language Specifications.

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

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:58.075619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites The Landscape of Agentic Reinforcement Learning for.

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

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:58.144722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a04cdab-2630-4996-8383-4d6011c87186 · outbound

This paper cites doi:10.48550/arXiv.2509.22979 , abstract =.

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

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:58.147843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites doi:10.48550/arXiv.2510.27610 , abstract =.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites an unresolved cited work.

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

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:58.212460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Proceedings of the 29th symposium on operating systems principles , pages=.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites 2024 , eprint=.

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

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:58.468221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Octopus v2: On-device language model for super agent.

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

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:58.587480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Small Language Models are the Future of Agentic AI.

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

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-02T14:04:58.706450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers