Paper Citation Record · LEDGER

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement

As of 22 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2502.02573.

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

pith.paper-citation-record.v1
2502.02573 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T11:45:34.995069Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

22 of 22 outbound references displayed

verified exact0
verified fuzzy14
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c44db305-bb86-4843-8b9a-7c54b071dc25 · outbound

This paper cites an unresolved cited work.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:45:35.243676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9ac4ae8b-154f-4453-95af-249cc14a46c7 · outbound

This paper cites to evaluate the function.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement to evaluate the function

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:45:35.233911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6e8075ce-07c3-4cc2-9f1c-8463e77001b0 · outbound

This paper cites at your chosen points, adjust your strategy based on this feedback.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement at your chosen points, adjust your strategy based on this feedback

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:45:35.223751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 12284059-6bf3-4665-b034-974214082af6 · outbound

This paper cites Note: Finding a value in the range of [0.95 × (Global Max ), Global Max ] is equal to solving the problem.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Note: Finding a value in the range of [0.95 × (Global Max ), Global Max ] is equal to solving the problem

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:45:35.213835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cab29a20-0efe-4424-b0a2-d85789ac88c2 · outbound

This paper cites an unresolved cited work.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:45:35.124370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ea4ee967-0727-4b00-9fa7-2a7308203f5e · outbound

This paper cites an unresolved cited work.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:45:35.204249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 57b14f79-0776-4cc5-bf5a-9059d91f3b6c · outbound

This paper cites ] for function evaluation, based on its strategy.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement ] for function evaluation, based on its strategy

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:45:35.195643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9d1e602a-bbb5-42d4-91e6-1a09c6799a3f · outbound

This paper cites ] at the agent’s selected points are revealed, the agent can refine its strategy using this feedback.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement ] at the agent’s selected points are revealed, the agent can refine its strategy using this feedback

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:45:35.186277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8fd01b2b-baea-4cf5-a3f9-a24b690fdf00 · outbound

This paper cites an unresolved cited work.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:45:35.176954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 60f8aee4-7b2b-4529-a9bb-1dc7c15c96fb · outbound

This paper cites It is essential that you offer constructive criticism to improve its next moves.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement It is essential that you offer constructive criticism to improve its next moves

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:45:35.166757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation af7c0fda-bf7a-4c82-baa4-413b37d8af1f · outbound

This paper cites an unresolved cited work.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:45:35.155839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0357db5b-c144-4bd8-9142-5878051af304 · outbound

This paper cites Remember that the agent is very smart, so do not describe what the agent has already chosen or done! Limit your responses to constructive criticism.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Remember that the agent is very smart, so do not describe what the agent has already chosen or done! Limit your responses to constructive criticism

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:45:35.145334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dea335b4-c0aa-46b0-a8d9-9fec74d89b7d · outbound

This paper cites an unresolved cited work.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:45:35.134540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 754e3775-dc3b-4a1f-8c7d-55156356aec3 · outbound

This paper cites using divide-and-conquer with small number of total parts.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement using divide-and-conquer with small number of total parts

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:45:35.113929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 73dde134-d5d6-452e-bf61-768bd77eb10b · outbound

This paper cites The agent should consider applying a finer grid or other search techniques in regions around the highest values found.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement The agent should consider applying a finer grid or other search techniques in regions around the highest values found

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:45:35.102197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8898ab91-de43-4a63-a87d-efb7193669cb · outbound

This paper cites Given the highest values observed, it might be beneficial to start incorporating these techniques, especially around the peaks identified.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Given the highest values observed, it might be beneficial to start incorporating these techniques, especially around the peaks identified

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:45:35.090183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c9917756-a796-4a84-a981-11e3269d54ba · outbound

This paper cites Exploitation : The agent should balance between exploring unvisited areas and exploiting areas where high values have been found.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Exploitation : The agent should balance between exploring unvisited areas and exploiting areas where high values have been found

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:45:35.078655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 09f14fe9-0f06-4ddf-8497-5547c68ed0fe · outbound

This paper cites an unresolved cited work.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:45:35.067009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 95c1f974-f875-4020-b763-44c1b6388a39 · outbound

This paper cites This is critical to avoid missing out on potentially higher peaks in unexplored areas.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement This is critical to avoid missing out on potentially higher peaks in unexplored areas

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:45:35.057524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e998e29c-33ec-456f-9ebb-9cf10f1cd1fe · outbound

This paper cites However, the agent should also be cautious not to concentrate too heavily in these areas at the expense of broader exploration.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement However, the agent should also be cautious not to concentrate too heavily in these areas at the expense of broader exploration

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:45:35.047753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 845c9345-9873-4822-8812-36e567d017fa · outbound

This paper cites The agent should consider additional strategies to test the surrounding areas more thoroughly to confirm whether these peaks are indeed the highest points in the landscape.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement The agent should consider additional strategies to test the surrounding areas more thoroughly to confirm whether these peaks are indeed the highest points in the landscape

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:45:35.037307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 25d1436f-46b7-4b85-bfb5-663a6f64163e · outbound

This paper cites Active Prompting with Chain-of-Thought for Large Language Models.

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement Active Prompting with Chain-of-Thought for Large Language Models

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-09T11:45:34.922515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.