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Paper Citation Record · LEDGER

Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2505.21471.

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

pith.paper-citation-record.v1
2505.21471 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T19:03:11.074339Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 60c2bce8-cc07-43b2-a223-9aa1f4e57f9b · inbound

A Multi-Agent Framework for Automated Exploit Generation with Constraint-Guided Comprehension and Reflection cites this paper.

A Multi-Agent Framework for Automated Exploit Generation with Constraint-Guided Comprehension and Reflection Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration

Reference 32

Resolution
metadata mismatch
local_arxiv, observed 2026-05-10T19:05:44.982801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T19:03:11.074339Z digest=sha256:aea5d14af132481203346b8c2dc5e7c996fb219eb35b7552a5ffec6b94b428ce

Observation 606112f6-ddb1-4105-9ec9-34c404b8525a · inbound

Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering cites this paper.

Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration

Reference 93

Resolution
verified exact
local_arxiv, observed 2026-05-11T06:21:00.235371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-10T17:40:14.733882Z digest=sha256:b1af5ce34ca1aaa77ff7c0ae332d2c0cf74da1001b4e887d2632621e9545c9af