Paper Citation Record · LEDGER

NL4Opt Competition: Formulating Optimization Problems Based on Their Natural Language Descriptions

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2303.08233.

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

pith.paper-citation-record.v1
2303.08233 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:27:14.730957Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T12:53:26.375475Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation e44d32c1-8ed0-42ec-ae5a-6e635f8607ff · inbound

A Survey of Optimization Modeling Meets LLMs: Progress and Future Directions cites this paper.

A Survey of Optimization Modeling Meets LLMs: Progress and Future Directions NL4Opt Competition: Formulating Optimization Problems Based on Their Natural Language Descriptions

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T21:27:14.730957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 702c4b2f-e999-4d2f-86a1-053dfb19ab51 · inbound

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

From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling NL4Opt Competition: Formulating Optimization Problems Based on Their Natural Language Descriptions

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-12T00:06:18.541484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e76543b6-0a4d-4783-9e10-883534c33775 · inbound

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling cites this paper.

ORPilot: A Production-Oriented Agentic LLM-for-OR Tool for Optimization Modeling NL4Opt Competition: Formulating Optimization Problems Based on Their Natural Language Descriptions

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:05:36.028059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents cites this paper.

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

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T12:53:26.377075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.