Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T18:51:34.240871Z
Paper Citation Record · LEDGER
RAG or Learning? Understanding the Limits of LLM Adaptation under Continuous Knowledge Drift in the Real World
As of 23 August 2026, this Paper Citation Record lists 4 of 4 outbound references and 0 inbound Pith citation observations for arXiv:2604.05096.
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 2026-08-23T06:30:58.430688+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
4 of 4 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved2
- parse uncertain0
- malformed identifier1
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation f4512309-956e-4498-9d90-0c4fff43d60b · outbound
This paper cites Bring Your Own Knowledge: A Survey of Methods for LLM Knowledge Expansion.
RAG or Learning? Understanding the Limits of LLM Adaptation under Continuous Knowledge Drift in the Real World Bring Your Own Knowledge: A Survey of Methods for LLM Knowledge Expansion
Reference 1
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-10T23:50:52.096139Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7674e270-75b1-45f1-a5f4-c2607dc0ad65 · outbound
This paper cites an unresolved cited work.
RAG or Learning? Understanding the Limits of LLM Adaptation under Continuous Knowledge Drift in the Real World Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T14:11:02.486827Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 75378afd-b278-4c6d-bf8d-a06ebf4d21de · outbound
This paper cites an unresolved cited work.
RAG or Learning? Understanding the Limits of LLM Adaptation under Continuous Knowledge Drift in the Real World Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T14:11:02.489954Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 42a1885e-b0f0-4713-9cef-b8694b0db6f9 · outbound
This paper cites final" ONLY if the retrieved facts explicitly contain the answer.-Otherwise choose action=.
RAG or Learning? Understanding the Limits of LLM Adaptation under Continuous Knowledge Drift in the Real World final" ONLY if the retrieved facts explicitly contain the answer.-Otherwise choose action=
Reference 4
- Resolution
- malformed identifier
- raw_fallback, observed 2026-05-16T14:11:02.493162Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Pith citing papers
No inbound Pith citation observations are available.