Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Revisiting OPRO: The Limitations of Small-Scale LLMs as Optimizers
As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2405.10276.
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 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T16:52:28.905732Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T06:19:37.873922Z
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 8b4530fe-806b-4aa1-8311-81d69ee720b1 · inbound
GReaTer: Gradients over Reasoning Makes Smaller Language Models Strong Prompt Optimizers cites this paper.
GReaTer: Gradients over Reasoning Makes Smaller Language Models Strong Prompt Optimizers Revisiting OPRO: The Limitations of Small-Scale LLMs as Optimizers
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T16:52:28.905732Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8281ca2-1104-4ad9-af81-3a5bb0d7f04b · inbound
Aviary: training language agents on challenging scientific tasks cites this paper.
Aviary: training language agents on challenging scientific tasks Revisiting OPRO: The Limitations of Small-Scale LLMs as Optimizers
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:07:33.691882Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4baf4b6b-e32b-4c6e-b087-be60652a3ac1 · inbound
A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving cites this paper.
A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving Revisiting OPRO: The Limitations of Small-Scale LLMs as Optimizers
Reference 117
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T20:55:41.552985Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c20ad23-aab1-4271-99ab-fe54e642e5dd · inbound
When Is an LLM Worth It for Hyperparameter Optimization? A Budget-Matched Study on Tabular Data Finds the Warm-Start Is a Default Configuration, Not the Model cites this paper.
When Is an LLM Worth It for Hyperparameter Optimization? A Budget-Matched Study on Tabular Data Finds the Warm-Start Is a Default Configuration, Not the Model Revisiting OPRO: The Limitations of Small-Scale LLMs as Optimizers
Reference 44
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T06:19:37.875561Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9492d90d-ce33-4f67-a34a-3ac60f8bee6b · inbound
When Is an LLM Worth It for Hyperparameter Optimization? A Budget-Matched Study on Tabular Data Finds the Warm-Start Is a Default Configuration, Not the Model cites this paper.
When Is an LLM Worth It for Hyperparameter Optimization? A Budget-Matched Study on Tabular Data Finds the Warm-Start Is a Default Configuration, Not the Model Revisiting OPRO: The Limitations of Small-Scale LLMs as Optimizers
Reference 44
- Resolution
- verified exact
- arxiv_id, observed 2026-06-29T19:53:56.131699Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.