Paper Citation Record · LEDGER

Let's Have a Conversation: Designing and Evaluating LLM Agents for Interactive Optimization

As of 11 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 1 inbound Pith citation observation for arXiv:2604.02666.

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

pith.paper-citation-record.v1
2604.02666 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-13T20:44:07.978189Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T18:21:03.906132Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-01T15:05:47.328990Z

Reference resolution

12 of 12 outbound references displayed

verified exact0
verified fuzzy4
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cd3531f8-fcf9-425a-b66e-f8ac93a578f4 · outbound

This paper cites an unresolved cited work.

Let's Have a Conversation: Designing and Evaluating LLM Agents for Interactive Optimization Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:32.783515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 746cef73-7408-4b42-8209-f98556b58312 · outbound

This paper cites an unresolved cited work.

Let's Have a Conversation: Designing and Evaluating LLM Agents for Interactive Optimization Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:32.812325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c21b3a5f-d4ca-4068-ae3b-dd2a7affca1d · outbound

This paper cites an unresolved cited work.

Let's Have a Conversation: Designing and Evaluating LLM Agents for Interactive Optimization Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:32.802471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 850d80ab-9bab-4d7b-b19c-d15dbc6c95a8 · outbound

This paper cites I imposedschedule deviation≤18 minutes based on your comment about minimizing disruption.

Let's Have a Conversation: Designing and Evaluating LLM Agents for Interactive Optimization I imposedschedule deviation≤18 minutes based on your comment about minimizing disruption

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T01:08:32.809080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 88f19149-f972-49d5-8ceb-496d54e13483 · outbound

This paper cites I limited congestion to 2,500 students.

Let's Have a Conversation: Designing and Evaluating LLM Agents for Interactive Optimization I limited congestion to 2,500 students

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T01:08:32.796797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 49989476-a3c3-4439-ba6c-8ea2e960c063 · outbound

This paper cites an unresolved cited work.

Let's Have a Conversation: Designing and Evaluating LLM Agents for Interactive Optimization Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:32.805434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 161c3835-dc73-4aab-8364-a7d96942e019 · outbound

This paper cites an unresolved cited work.

Let's Have a Conversation: Designing and Evaluating LLM Agents for Interactive Optimization Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:32.790485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b41f4540-45b8-4c16-97a2-76e999655d3c · outbound

This paper cites an unresolved cited work.

Let's Have a Conversation: Designing and Evaluating LLM Agents for Interactive Optimization Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:32.787132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7c3a3916-43ad-4369-b405-00a1a132538e · outbound

This paper cites an unresolved cited work.

Let's Have a Conversation: Designing and Evaluating LLM Agents for Interactive Optimization Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:32.799537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 18db9159-c05c-4282-b8e2-c24ba56e3fe7 · outbound

This paper cites bal- anced.

Let's Have a Conversation: Designing and Evaluating LLM Agents for Interactive Optimization bal- anced

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T01:08:32.815989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7c1043ee-26d4-4a7b-ad42-ef33cda0846c · outbound

This paper cites model”, “preferences.

Let's Have a Conversation: Designing and Evaluating LLM Agents for Interactive Optimization model”, “preferences

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T01:08:32.793838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8ad589ea-4051-42c8-a0e0-4c853f1bf421 · outbound

This paper cites an unresolved cited work.

Let's Have a Conversation: Designing and Evaluating LLM Agents for Interactive Optimization Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:32.779508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

Observation 6acb6f25-126f-4be7-8e6b-092ea9d2c94c · inbound

Democratizing Large-Scale Re-Optimization with LLM-Guided Model Patches cites this paper.

Democratizing Large-Scale Re-Optimization with LLM-Guided Model Patches Let's Have a Conversation: Designing and Evaluating LLM Agents for Interactive Optimization

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-07-01T15:05:47.330358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.