Pith. sign in

Paper Citation Record · LEDGER

Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2502.20592.

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

pith.paper-citation-record.v1
2502.20592 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:39:47.715101Z

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 1738eb20-6446-4509-96e9-c26833c0287b · inbound

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning cites this paper.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T11:39:47.715101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:39:47.715101Z digest=sha256:2d90ad76e75c18960e87f2ba456173ebf770504cb237cb9706d88ac29f3dfcf9

Observation 9f03312d-a6bb-45db-8d26-3654c45724ed · inbound

Topic-Guided Reinforcement Learning with LLMs for Enhancing Multi-Document Summarization cites this paper.

Topic-Guided Reinforcement Learning with LLMs for Enhancing Multi-Document Summarization Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-04T18:37:54.957762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T18:37:54.957762Z digest=sha256:45329c50e160e9760df0a423a8a0c29c5adbc37c97c0ef6f6412201af5bd302a

Observation 7e6cfb07-1879-4df2-a99c-85938d8c27b2 · inbound

Benefits and Limitations of Communication in Multi-Agent Reasoning cites this paper.

Benefits and Limitations of Communication in Multi-Agent Reasoning Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing

Reference 2020

Resolution
verified exact
local_arxiv, observed 2026-08-04T09:58:45.508330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-04T09:55:52.440642Z digest=sha256:b5b599ae831f8749a54a21e171f7add2eeb846f015bc490d285bd949a939355b