Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Generalists vs. Specialists: Evaluating LLMs on Highly-Constrained Biophysical Sequence Optimization Tasks
As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2410.22296.
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 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-10T23:07:34.008243Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-04T20:55:42.789811Z
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 471c9554-4d08-4a2b-8604-fb59da9abb99 · inbound
Aviary: training language agents on challenging scientific tasks cites this paper.
Aviary: training language agents on challenging scientific tasks Generalists vs. Specialists: Evaluating LLMs on Highly-Constrained Biophysical Sequence Optimization Tasks
Reference 133
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T23:07:34.008243Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfcec33e-e2d4-4177-b44e-ca4ba28466f4 · inbound
Large Language Model is Secretly a Protein Sequence Optimizer cites this paper.
Large Language Model is Secretly a Protein Sequence Optimizer Generalists vs. Specialists: Evaluating LLMs on Highly-Constrained Biophysical Sequence Optimization Tasks
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T20:10:52.809550Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97fa9e4b-61eb-4563-959a-5efe69cd76bf · 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 Generalists vs. Specialists: Evaluating LLMs on Highly-Constrained Biophysical Sequence Optimization Tasks
Reference 120
- Resolution
- verified exact
- local_arxiv, observed 2026-08-04T20:55:42.794236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.