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Paper Citation Record · LEDGER

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents

As of 6 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 0 inbound Pith citation observations for arXiv:2605.28158.

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

pith.paper-citation-record.v1
2605.28158 v1

Coverage vector

measured 70 of 70 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T12:52:20.911788Z

measured 70 of 70 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

70 of 70 outbound references displayed

  • verified exact21
  • verified fuzzy0
  • unresolved31
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch17

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 884fb156-e38b-4fbb-a2e3-2cd509442799 · outbound

This paper cites OptiMUS: Scalable Optimization Modeling with (MI)LP Solvers and Large Language Models.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents OptiMUS: Scalable Optimization Modeling with (MI)LP Solvers and Large Language Models

Reference 1

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arxiv_id, observed 2026-06-29T12:53:26.374359Z

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

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Observation 9e9100ac-4515-4ed9-aadd-e655ab68cd6e · outbound

This paper cites Croissant: A metadata format for ml-ready datasets.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Croissant: A metadata format for ml-ready datasets

Reference 2

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arxiv_id, observed 2026-06-29T12:53:26.214099Z

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Observation b7a3d826-fa25-4a69-aa36-31284338a6b0 · outbound

This paper cites MLE-bench: Evaluating machine learning agents on machine learning engineering, 2024.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents MLE-bench: Evaluating machine learning agents on machine learning engineering, 2024

Reference 3

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Observation f4d4120c-6ec8-4375-b438-eb81c76017a5 · outbound

This paper cites Jordan, Joseph E.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Jordan, Joseph E

Reference 4

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source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:8d4f7839080e0c85148771e1f0661ffc98eb999b00363856ff36d9d69588aced

Observation 509d1532-12bf-4ce0-ba4a-046d2280d2bb · outbound

This paper cites WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?

Reference 5

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local_arxiv, observed 2026-06-29T12:53:26.379432Z

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source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:17bdf3126fae5ea4ec753461ca8d05c971fffcce65e5efa9c2db3b78b5931c17

Observation 6276cc5e-d596-4178-8a11-96c792ddc23f · outbound

This paper cites Jump: A modeling language for mathematical optimization.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Jump: A modeling language for mathematical optimization

Reference 6

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doi, observed 2026-06-29T12:53:26.215856Z

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

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:d2653cc65f1a76d5e9dfee11bf6b424bcd890c8263da590b9c274e8378095596

Observation de5b5f11-d845-4f18-a1d8-87a5f5e2b21a · outbound

This paper cites Gay, and Brian W.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Gay, and Brian W

Reference 7

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source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:63e480c36b47a881e81e97c0e7ad4fada2c4590e265258d2439aae284577b0ce

Observation 4e85e823-e2f5-4c99-a086-ac1841a8b76d · outbound

This paper cites Cardinal optimizer (COPT) user guide,.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Cardinal optimizer (COPT) user guide,

Reference 8

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source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:6570cc17177ab609f0c8985b6357f5845d0525bc65a13f493b0841fdc9382183

Observation 1f3db288-a0cc-4857-a18b-7334630803ff · outbound

This paper cites Cardinal optimizer (copt) user guide.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Cardinal optimizer (copt) user guide

Reference 9

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arxiv_id, observed 2026-06-29T12:53:26.361812Z

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Observation 7765612b-b42f-47ec-8928-d171967f90f5 · outbound

This paper cites URL https://cacm.acm.org/research/ datasheets-for-datasets/.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents URL https://cacm.acm.org/research/ datasheets-for-datasets/

Reference 10

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doi, observed 2026-06-29T12:53:26.220906Z

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Observation 4e8e94d9-a90d-42bf-a28b-05e79dbe13d0 · outbound

This paper cites Gurobi Optimizer Reference Manual, 2024.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Gurobi Optimizer Reference Manual, 2024

Reference 11

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Observation 6843ac5d-7a03-421f-983f-d1f7209a43a2 · outbound

This paper cites Pyomo: modeling and solving mathematical programs in Python.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Pyomo: modeling and solving mathematical programs in Python

Reference 12

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doi, observed 2026-06-29T12:53:26.210845Z

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

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Observation 4aafce49-758b-4871-98ee-2c413b564e03 · outbound

This paper cites EvoOpt-LLM: Evolving industrial optimization models with large language models, 2026.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents EvoOpt-LLM: Evolving industrial optimization models with large language models, 2026

Reference 13

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arxiv_id, observed 2026-06-29T12:53:26.353108Z

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

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Observation d7af4936-60fd-4d7a-8223-a3e50ff09c40 · outbound

This paper cites Orlm: A customizable framework in training large models for automated optimization model- ing.Operations Research, 73(6):2986–3009, November 2025.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Orlm: A customizable framework in training large models for automated optimization model- ing.Operations Research, 73(6):2986–3009, November 2025

Reference 14

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arxiv_id, observed 2026-06-29T12:53:26.223932Z

Source-reported events for the cited work

correction dated 2025-07-04. Source: crossref record 10.1017/jfm.2025.341->10.1017/jfm.2024.1233:correction, observed 2026-07-11T03:06:45.000005+00:00. This notice travels one citation hop only.

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Observation 25e69a15-f3d8-4af2-86b0-f4889e617b9c · outbound

This paper cites InvEvolve: Evolving white-box inventory policies via large language models with performance guarantees,.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents InvEvolve: Evolving white-box inventory policies via large language models with performance guarantees,

Reference 15

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Observation df227281-0718-4b54-91ea-f4568010ab56 · outbound

This paper cites InvEvolve: Evolving White-Box Inventory Policies via Large Language Models with Performance Guarantees.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents InvEvolve: Evolving White-Box Inventory Policies via Large Language Models with Performance Guarantees

Reference 16

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local_arxiv, observed 2026-06-29T12:53:26.371678Z

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Observation 962f31a9-8ed1-47ba-ba2a-e166dd65a02c · outbound

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

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages

Reference 17

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Observation e4cf74e9-ee7a-4e0b-bf53-fed2611ece9f · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 18

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Observation 307a4e6d-87c4-4636-851e-ca3ca072427c · outbound

This paper cites Prometheus: Inducing Fine-grained Evaluation Capability in Language Models.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Prometheus: Inducing Fine-grained Evaluation Capability in Language Models

Reference 19

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Observation ca5a62d1-d975-4f9a-b700-d2e0a1a502e1 · outbound

This paper cites Large Language Models for Supply Chain Optimization.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Large Language Models for Supply Chain Optimization

Reference 20

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arxiv_id, observed 2026-06-29T12:53:26.424370Z

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Observation b661726e-9a60-4fef-a609-89bc80dc97b2 · outbound

This paper cites Constructing Industrial-Scale Optimization Modeling Benchmark.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Constructing Industrial-Scale Optimization Modeling Benchmark

Reference 21

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local_arxiv, observed 2026-06-29T12:53:26.369393Z

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Observation df23b185-6795-4519-b41f-f678a74a1abc · outbound

This paper cites Holistic Evaluation of Language Models.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Holistic Evaluation of Language Models

Reference 22

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local_arxiv, observed 2026-06-29T12:53:26.399530Z

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Observation 86dde534-3e18-4511-914c-a6cbc00725cd · outbound

This paper cites From soliloquy to agora: Memory-enhanced LLM agents with decentralized debate for optimization modeling,.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents From soliloquy to agora: Memory-enhanced LLM agents with decentralized debate for optimization modeling,

Reference 23

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Observation 3e48f823-12d0-4de3-a04f-5694589c6ec2 · outbound

This paper cites From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling

Reference 24

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Observation 9f6e6888-5c32-4048-9ddb-5a99383ca9f5 · outbound

This paper cites Position: The real barrier to llm agent usability is agentic roi.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Position: The real barrier to llm agent usability is agentic roi

Reference 25

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arxiv_id, observed 2026-06-29T12:53:26.402777Z

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Observation fafc0e48-8557-4ac6-9e25-189ec1483d92 · outbound

This paper cites AgentBench: Evaluating LLMs as Agents.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents AgentBench: Evaluating LLMs as Agents

Reference 26

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local_arxiv, observed 2026-06-29T12:53:26.387003Z

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Observation 7e1fd83f-534e-4ae5-9e39-1354eb93fb6d · outbound

This paper cites G-Eval: NLG evaluation using GPT-4 with better human alignment.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents G-Eval: NLG evaluation using GPT-4 with better human alignment

Reference 27

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Observation 632dce7b-fdaf-4edc-a652-3e7666f84885 · outbound

This paper cites OptMATH: A Scalable Bidirectional Data Synthesis Framework for Optimization Modeling.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents OptMATH: A Scalable Bidirectional Data Synthesis Framework for Optimization Modeling

Reference 28

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Observation 6984b497-9043-4256-ad5b-d00eebed8a9e · outbound

This paper cites GAIA: a benchmark for General AI Assistants.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents GAIA: a benchmark for General AI Assistants

Reference 29

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local_arxiv, observed 2026-06-29T12:53:26.397164Z

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Observation 1bd31f04-0455-440b-8edd-2387edd8cb9a · outbound

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

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Evaluating LLM Reasoning in the Operations Research Domain with ORQA

Reference 30

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arxiv_id, observed 2026-06-29T12:53:26.429358Z

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Observation a4975e6a-32fb-4c3a-8b6b-0be9432da61d · outbound

This paper cites Data cards: Purposeful and transparent dataset documentation for responsible AI.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Data cards: Purposeful and transparent dataset documentation for responsible AI

Reference 31

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arxiv_id, observed 2026-06-29T12:53:26.218760Z

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source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:c3e5ca7af37df909eae55d9e28ac3896e2f54818576ea93fbaa23e263288d1b2

Observation 696be1e4-7eb8-432e-b513-6c3b4a02ba92 · outbound

This paper cites NL4Opt Competition: Formulating Optimization Problems Based on Their Natural Language Descriptions.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents NL4Opt Competition: Formulating Optimization Problems Based on Their Natural Language Descriptions

Reference 32

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arxiv_id, observed 2026-06-29T12:53:26.377075Z

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Observation 440957ff-679b-4df9-92e0-03cfb47c6bb3 · outbound

This paper cites Large Language Models are Inconsistent and Biased Evaluators.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Large Language Models are Inconsistent and Biased Evaluators

Reference 33

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Observation b5221e9f-b502-49db-967d-6016eb52bf13 · outbound

This paper cites Judging the Judges: Evaluating Alignment and Vulnerabilities in LLMs-as-Judges.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Judging the Judges: Evaluating Alignment and Vulnerabilities in LLMs-as-Judges

Reference 34

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arxiv_id, observed 2026-06-29T12:53:26.356204Z

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.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:3ca43dc469129627a416309fdf8757d7936a9190525018871ec6e6b87e2b598f

Observation 501c78b3-78a7-4a4b-a890-0c6f37ddcfde · outbound

This paper cites AppWorld: A Controllable World of Apps and People for Benchmarking Interactive Coding Agents.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents AppWorld: A Controllable World of Apps and People for Benchmarking Interactive Coding Agents

Reference 35

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arxiv_id, observed 2026-06-29T12:53:26.405367Z

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.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:a7d2a7d4a51799e6152018f1e2ed18ea12b14ac62b5f03c77f6af13a1acfdb47

Observation f559f02f-6306-45d6-805a-8b8acae6d57b · outbound

This paper cites Large language models are not fair evaluators, 2023.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Large language models are not fair evaluators, 2023

Reference 36

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source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:c7b37d92657331e709fff65a72924ac5a8b4480115d8e6ce0635a50abca5ea37

Observation 28e47ce8-46c6-4476-a462-d1279a5a9488 · outbound

This paper cites Chain-of-Experts: When LLMs meet complex operations research problems.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Chain-of-Experts: When LLMs meet complex operations research problems

Reference 37

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source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:ff80f365af2729abc4f624e3cf9c09c71fad5c5ba8da45e333f849a1dbcf4547

Observation b7054e13-65f4-4ff1-9991-a6e79549a425 · outbound

This paper cites OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments

Reference 38

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local_arxiv, observed 2026-06-29T12:53:26.367017Z

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.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:975918720d61e6e20c44864a158e0476ba5c3d1b090c28605581c0c1f8a540f0

Observation 53e6a84e-3821-446e-a977-6347db20810d · outbound

This paper cites Xu, Yufan Song, Boxuan Li, Yuxuan Tang, Kritanjali Jain, Mengxue Bao, Zora Z.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Xu, Yufan Song, Boxuan Li, Yuxuan Tang, Kritanjali Jain, Mengxue Bao, Zora Z

Reference 39

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:85c2614c92b7d5a308d6a82d296253b6e0320b790aa48c710fd249d693da90cc

Observation cf7806ac-22ec-4fc7-a513-b26f62fa7d81 · outbound

This paper cites A Survey of AI Agent Protocols.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents A Survey of AI Agent Protocols

Reference 40

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verified exact
arxiv_id, observed 2026-06-29T12:53:26.419200Z

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.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:0e1f5f2703b20bd50be9e82a9ba9c752b90df59a5a262e38cfb835e653d56649

Observation 8002b2be-0d18-43da-b722-b34c2e7c5145 · outbound

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

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains

Reference 41

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local_arxiv, observed 2026-06-29T12:53:26.421650Z

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.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:24e127205aecc20bc878b303cfb4700bf3afbbeff7b03e9b36bdcc3a0b2ad350

Observation 75d8e327-24de-4dd3-a78c-86b8ddd22de8 · outbound

This paper cites MemDecoder: Enhancing test-time compute for LLM agents via reinforced memory decoding.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents MemDecoder: Enhancing test-time compute for LLM agents via reinforced memory decoding

Reference 42

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:7860b8d4127339b9c8617b3457368a2e0e82237141ee47505d3b9bed9abb18fa

Observation e62f1d2d-f4d2-4de3-bb62-9879c99cd537 · outbound

This paper cites OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems with Reasoning LLM.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems with Reasoning LLM

Reference 43

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arxiv_id, observed 2026-06-29T12:53:26.413713Z

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.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:1ba00bff953ce36ae2bac259af63be216d7a66e312554404a6cce415e4a7117f

Observation 176dd867-8b54-4a3b-add5-8f731d4fe93f · outbound

This paper cites OptiMind: Teaching LLMs to think like optimization experts,.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents OptiMind: Teaching LLMs to think like optimization experts,

Reference 44

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source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:af0d1bf0121cf9a80ca70776899afc471b88f9088dbfea8c3f8ee79d82a33d0d

Observation 88848793-fa59-4e33-a600-3dee668180b6 · outbound

This paper cites arXiv preprint arXiv:2509.22979 (2025).

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents arXiv preprint arXiv:2509.22979 (2025)

Reference 45

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arxiv_id, observed 2026-06-29T12:53:26.434793Z

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.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:52282e551c2682447f4776ae069205b18f6b32ab4653acd05f4133afe162872d

Observation d6d64018-30f4-41cb-8aa8-2baada991018 · outbound

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

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 46

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local_arxiv, observed 2026-06-29T12:53:26.431742Z

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.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:9bb90eea071c7c91264044560b5736286729414d288df1525529a6d8a83af03c

Observation a4546157-a363-4bdd-807f-281b5446dd12 · outbound

This paper cites OBJECTIVE_VALUE.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents OBJECTIVE_VALUE

Reference 47

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metadata mismatch
arxiv_id, observed 2026-06-29T12:53:26.411021Z

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.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:6f0cee52c3cc77dcee90f9aeddc38c1fad110bd360baed643c5350c03714168c

Observation 92b8bbd1-4aa2-4964-b230-d5c4ba93d1b5 · outbound

This paper cites arXiv preprint arXiv:2507.11737 (2025).

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents arXiv preprint arXiv:2507.11737 (2025)

Reference 48

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arxiv_id, observed 2026-06-29T12:53:26.416362Z

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.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:78d921b552facd72b76b3b7fab2577fadb209aa9f88adb7aed24cfa1606574a1

Observation 4b8f82be-e27b-41ce-9c3d-a75cfa197bf4 · outbound

This paper cites Externalization in LLM agents: A unified review of memory, skills, protocols and harness engineering,.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Externalization in LLM agents: A unified review of memory, skills, protocols and harness engineering,

Reference 49

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Source-reported events for the cited work

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source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:f71f431240aadd60b5d5acccb61a00a1532af2544c84947d1de77fddcb4d30b3

Observation 7d8881ef-d665-48d7-8c38-ee86a85a32a6 · outbound

This paper cites Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering

Reference 50

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local_arxiv, observed 2026-06-29T12:53:26.384470Z

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.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:b66c5e276afffc14975d894308ebcf9329fad17a81439e864500308599724d30

Observation c329b962-f4d5-4420-9a7e-ec49b54ad493 · outbound

This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents WebArena: A Realistic Web Environment for Building Autonomous Agents

Reference 51

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local_arxiv, observed 2026-06-29T12:53:26.392302Z

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.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:ec82f74525644e245f376582eee15696700689ae6f351d81e2549ceba60412bb

Observation 068b5531-8028-47f4-a264-5b52127cbf69 · outbound

This paper cites Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey

Reference 52

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arxiv_id, observed 2026-06-29T12:53:26.389766Z

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.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:90a786102d70161d4df906d8322a00c4763d59293c5a522b11a58f44b0d20a99

Observation b45ab2aa-f8d5-48b7-8880-5772eaa93428 · outbound

This paper cites an unresolved cited work.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Unresolved cited work

Reference 53

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:94fd120a2cec37d5481c8f1be063b3c5767cce56bf762a38c308c1c25d9797d1

Observation 1df620be-5255-4055-8aa3-4201c5fb6694 · outbound

This paper cites Use general_parameters.csv for scalars and table_{k}.csv for indexed data.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Use general_parameters.csv for scalars and table_{k}.csv for indexed data

Reference 54

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source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:de2de54905c2a63804406b8c4142f32e445692f3afaf9c5d67f43f9a4f31dfc7

Observation e394b70c-063d-4c38-931c-36189c781d5d · outbound

This paper cites an unresolved cited work.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Unresolved cited work

Reference 55

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source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:5cfdcf4a6087ad6f4843b0ba47190850a0e9b1a1af61065d1e11d0ecf370dc44

Observation 49bf4129-aa5e-40ca-8e71-769afb61ac1e · outbound

This paper cites big-M derivation, index construction) lives in src/utils.py and is imported by current_heuristic.py.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents big-M derivation, index construction) lives in src/utils.py and is imported by current_heuristic.py

Reference 56

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source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:fc08e365797b5ad42d0e2fb6aeddb59629b4e5efe793845ef3f028929e0a5f31

Observation dd00d273-0fea-4608-8089-e8e9ed4e02f1 · outbound

This paper cites docs": {...},.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents docs": {...},

Reference 57

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:f6aa50aa3a60b26d1c20e111b13fae576fb552cb83f8da7551876a130b58b651

Observation d3b81af2-f1b0-4808-bb23-48d8e99b7b5c · outbound

This paper cites an unresolved cited work.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Unresolved cited work

Reference 58

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source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:36dc9183047e36d2e55cbb69f46bd67b1b034a488b71ad487482b6d3d32a8481

Observation 49a94028-db5c-4f97-8486-075b16e1f320 · outbound

This paper cites an unresolved cited work.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Unresolved cited work

Reference 59

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source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:0ff8a2d3a3008fb2adf59305293fd3c21d37509e86c761dda00284c765ff971d

Observation 00c2012e-c9b7-45e7-adf2-efb53ad13f61 · outbound

This paper cites an unresolved cited work.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Unresolved cited work

Reference 60

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source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:0e7fa8d3082d2623c750e2936660b9b64dae6c0103fa6253fbca5083e283be34

Observation 9a893931-5218-4aee-9673-623fa8b3b457 · outbound

This paper cites an unresolved cited work.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Unresolved cited work

Reference 61

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:2dae6bfa46c78701c4a42548d45db528aae425ac12f7f02c2f50877a8c50e2fe

Observation 5439e213-ca98-4f79-a0bf-ca969568389c · outbound

This paper cites an unresolved cited work.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Unresolved cited work

Reference 62

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:9a9b0efab1bc7e533bced6ced39a0c3ed82b64bba74556f3bab157752af2661e

Observation 2517f059-e154-4f77-a972-1a3131325b36 · outbound

This paper cites an unresolved cited work.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Unresolved cited work

Reference 63

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no resolver link, observed 2026-06-29T12:52:20.911788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:98e3e764789f9caa04dace5b6c54fd8632ebf10755852e1d86f1d8c9e62f578e

Observation 75258676-5980-43fe-a3e5-2cb9302a6c9a · outbound

This paper cites Do NOT call prob.solve() inside it.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Do NOT call prob.solve() inside it

Reference 64

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:7bf770244033575fc7ef1cb9eff40d9fb95f227d83b85ad0e78808ede7d545cf

Observation b079aa4d-5d04-482e-982e-5da9826377fd · outbound

This paper cites an unresolved cited work.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Unresolved cited work

Reference 65

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no resolver link, observed 2026-06-29T12:52:20.911788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:d80b2ce655a5671046ebd1ac29f79f090dd0c839c740245aa764e0847ab4a5db

Observation 7c0bea7c-7246-4cb6-931e-2eb35a4627d5 · outbound

This paper cites an unresolved cited work.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Unresolved cited work

Reference 66

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no resolver link, observed 2026-06-29T12:52:20.911788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:682df55e791c435c3e4f38bc59c1bff97b47ae07b3ad4632cdf6fb51a1af4595

Observation e1be6c97-ffe8-4638-b8db-e6cdc0e3e252 · outbound

This paper cites question.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents question

Reference 67

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:80e429baf65dc4b949b4b2969bca71fdecec0eb0ae64ee7e8e6b287816827164

Observation 814ff6f2-1730-4514-adc0-96e2560f5083 · outbound

This paper cites an unresolved cited work.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Unresolved cited work

Reference 68

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:cb65517582029e2204216a6914346b395f413e96cf2aa1477f89785dfec2c6cf

Observation cfa9960d-8cb7-4a45-a577-9c70b76767a3 · outbound

This paper cites an unresolved cited work.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Unresolved cited work

Reference 69

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:c38ec137275d5f536215969c2325101483dbda415ad079331bbc64b2734b2de9

Observation cf201856-132e-4808-98ea-c6a404523ac0 · outbound

This paper cites because ... therefore.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents because ... therefore

Reference 70

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T12:52:20.911788Z digest=sha256:b25cf171ad595f998a0e65abaa4f1ebc47c8cc75bc5c8e5b5a7df0ec92959d7d

Pith citing papers

No inbound Pith citation observations are available.