Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-08T18:11:50.431019Z
Paper Citation Record · LEDGER
Strategy-Aware Optimization Modeling with Reasoning LLMs
As of 4 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 1 inbound Pith citation observation for arXiv:2605.02545.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T20:26:11.224856Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
14 of 14 outbound references displayed
- verified exact0
- verified fuzzy5
- unresolved9
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 4bbca74e-461d-4aa7-9a60-f5cc587b8ef5 · outbound
This paper cites an unresolved cited work.
Strategy-Aware Optimization Modeling with Reasoning LLMs Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T05:37:22.658972Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 596decde-0770-4e02-8ba9-22ed8611964b · outbound
This paper cites ### Strategy Description: {{Strategy}} Only output the Python code inside a code block: ‘‘‘python #.
Strategy-Aware Optimization Modeling with Reasoning LLMs ### Strategy Description: {{Strategy}} Only output the Python code inside a code block: ‘‘‘python #
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T05:37:22.655251Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a1b2fa96-966a-4ecc-ba5e-272d79d214ea · outbound
This paper cites an unresolved cited work.
Strategy-Aware Optimization Modeling with Reasoning LLMs Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T05:37:22.662873Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 469cd201-4251-4e42-a9c6-57ed5401c170 · outbound
This paper cites an unresolved cited work.
Strategy-Aware Optimization Modeling with Reasoning LLMs Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T05:37:23.011807Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ae333f0b-56c4-4397-b853-afd1cffa33c4 · outbound
This paper cites </strategy> <modeling> Formulate the model following the design: Sets, Parameters, Variables, Objective, Constraints.
Strategy-Aware Optimization Modeling with Reasoning LLMs </strategy> <modeling> Formulate the model following the design: Sets, Parameters, Variables, Objective, Constraints
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T05:37:23.021790Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9d9304f0-dccb-486e-ab27-c082b35eaebf · outbound
This paper cites an unresolved cited work.
Strategy-Aware Optimization Modeling with Reasoning LLMs Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T05:37:23.008464Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f73d64ba-f4c6-4c36-bce2-fdada23f5b3b · outbound
This paper cites an unresolved cited work.
Strategy-Aware Optimization Modeling with Reasoning LLMs Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T05:37:23.025193Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 41e9a6f3-ec72-43b5-a173-3bff8cf4ec3e · outbound
This paper cites an unresolved cited work.
Strategy-Aware Optimization Modeling with Reasoning LLMs Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T05:37:23.015240Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9b6e5dcc-7d80-411d-b46f-8c40b0f619a9 · outbound
This paper cites your final code.
Strategy-Aware Optimization Modeling with Reasoning LLMs your final code
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T05:37:23.018267Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5fbae99c-d972-4c20-b152-48127dc9f4fd · outbound
This paper cites We use binary decision variables for each child (1 if taken, 0 otherwise).
Strategy-Aware Optimization Modeling with Reasoning LLMs We use binary decision variables for each child (1 if taken, 0 otherwise)
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T05:37:22.995708Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f6d22f08-dceb-48b2-827f-aef358618e83 · outbound
This paper cites an unresolved cited work.
Strategy-Aware Optimization Modeling with Reasoning LLMs Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T05:37:23.000977Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 82b8435a-9500-499c-8b2e-cb9f9302ef09 · outbound
This paper cites an unresolved cited work.
Strategy-Aware Optimization Modeling with Reasoning LLMs Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T05:37:23.004601Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation dc03a644-165f-40c5-ac06-49987bea2303 · outbound
This paper cites an unresolved cited work.
Strategy-Aware Optimization Modeling with Reasoning LLMs Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T05:37:22.666551Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 528bf665-2b51-40a3-b3aa-951394e4b23e · outbound
This paper cites ZhangFamilyTrip.
Strategy-Aware Optimization Modeling with Reasoning LLMs ZhangFamilyTrip
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T05:37:22.670005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Pith citing papers
Observation 57d3e9b7-ee3e-4ae4-a791-49774881d733 · inbound
Falsification-Based Verification of LLM-Generated Optimization Models: Sound Test Batteries and Their Detection Limits cites this paper.
Falsification-Based Verification of LLM-Generated Optimization Models: Sound Test Batteries and Their Detection Limits Strategy-Aware Optimization Modeling with Reasoning LLMs
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T20:26:11.224856Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.