Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T11:45:34.995069Z
Paper Citation Record · LEDGER
Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement
As of 21 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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.