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Paper Citation Record · LEDGER

Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 14 inbound Pith citation observations for arXiv:2502.11098.

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

pith.paper-citation-record.v1
2502.11098 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:46:04.702757Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T16:52:39.969066Z

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 39ece59c-66f4-4406-b021-6e9416d17754 · inbound

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review cites this paper.

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 230

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T02:57:38.178737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-15T02:57:37.873567Z digest=sha256:85b4c73aab1e6b3e64f95fbfb1a4bfd6d3d203ab7156d7fc306db8666cc5484f

Observation 3bf54df7-142d-4d18-b03e-bad26aaca308 · inbound

Multi-level Value Alignment in Agentic AI Systems: Survey and Perspectives cites this paper.

Multi-level Value Alignment in Agentic AI Systems: Survey and Perspectives Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 186

Resolution
unresolved
no resolver link, observed 2026-08-07T04:46:04.702757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:46:04.702757Z digest=sha256:4152ac62a1b471ca050e377ea15d6d090c7dfbd2c3dee51c3be5181ec1ea07d4

Observation e0266041-d159-46df-a022-dfcc99a9d8cd · inbound

A Hybrid Multi-Agent Prompting Approach for Simplifying Complex Sentences cites this paper.

A Hybrid Multi-Agent Prompting Approach for Simplifying Complex Sentences Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:20.740761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:20.740761Z digest=sha256:04679b944798b782bc1440398521156ab6154bbe8d15fe0bf1b699f92e6c3f32

Observation 32d3b9e3-49f3-4a89-a450-e78994d188f0 · inbound

OMS: On-the-fly, Multi-Objective, Self-Reflective Ad Keyword Generation via LLM Agent cites this paper.

OMS: On-the-fly, Multi-Objective, Self-Reflective Ad Keyword Generation via LLM Agent Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T20:36:41.267153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:36:41.267153Z digest=sha256:8e51b07a8ce073b4f64fb631e1c7f25a76910818a3ec6ca3863b8ff3fea3fb0e

Observation a5a3d8fe-8f36-4e44-b94f-8deecbe99c67 · inbound

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs cites this paper.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T20:19:20.136505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:19:20.136505Z digest=sha256:bc5cba90367546a9f8a93b3181a9c3ebe62160cb5bab894ee1c5f9eca2bc6ea9

Observation b7211faf-d9f7-48ba-bbf1-f324fc62190d · inbound

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects cites this paper.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T12:52:01.496720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T12:52:01.496720Z digest=sha256:71d0adcd37919afecd276e25e50ed1839ea3bdbd8deb4af6acaac8d679af2ef6

Observation 8afb29aa-a2ea-4201-a5d4-9ba04cf0a1ae · inbound

Benchmarking Agentic Newswriting via Journalistic Workflows cites this paper.

Benchmarking Agentic Newswriting via Journalistic Workflows Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-05T13:38:27.426989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:38:27.426989Z digest=sha256:20975b92964ff2224d82187cea305bf24517d0c06dde28af609e8d1ffa43a676

Observation c792e183-af0e-4b90-985f-fd7f28eac0b5 · inbound

Latent Collaboration in Multi-Agent Systems cites this paper.

Latent Collaboration in Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-03T20:17:51.176668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T20:17:51.176668Z digest=sha256:22f7340260944a343b69bcf69d5fed0740fc79c1e686b95cd5d94e2fac3df695

Observation 5e690024-23de-4b3d-a1b5-3b4680f2a64f · inbound

Latent Collaboration in Multi-Agent Systems cites this paper.

Latent Collaboration in Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-04T06:52:33.578714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T06:52:33.578714Z digest=sha256:edb136e6ebcd408deb4383aab2c68f825ef421e8b244c8f8e1fd74724ffe7834

Observation 7919d93a-9bae-43b8-8324-ec3aaffd2643 · inbound

NetworkGames: Simulating Cooperation in Network Games with Personality-driven LLM Agents cites this paper.

NetworkGames: Simulating Cooperation in Network Games with Personality-driven LLM Agents Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-17T04:59:04.109095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-17T04:55:27.824751Z digest=sha256:d803a238ed628c23a101735889619ae01d2113b1e0a92e86e3eb4de895a22a91

Observation eeb93e3a-f6f1-464c-9a8a-e7b229c56c0c · inbound

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems cites this paper.

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-02T22:58:11.554862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T22:58:11.554862Z digest=sha256:307a73e21093ccdcf9986def6134e3a0418d5687242ac3293960852e562cf8c7

Observation 52ede1ca-ae96-4dc4-be5d-f291a8d54bd8 · inbound

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems cites this paper.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 212

Resolution
verified exact
arxiv_id, observed 2026-05-15T03:08:57.857480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-15T03:07:38.232966Z digest=sha256:0e23fb2625f7320ec52b68a7f19d626da5b209a5dcd50fa0bd467c92bf6c9d2d

Observation 748af88c-9524-410f-8167-b8e798d3f264 · inbound

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems cites this paper.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 213

Resolution
verified exact
arxiv_id, observed 2026-05-19T16:52:39.970717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:06ecad842836d7e89baaa0efab89a13cb968f493f93a8c527829fb41d84b7d2c

Observation a4f3ac0c-5257-43f4-b35d-d1ed745790bc · inbound

Faithful, Not Corrective: Message-Format Effects in Multi-Hop Agent Relays Are Tier-Dependent cites this paper.

Faithful, Not Corrective: Message-Format Effects in Multi-Hop Agent Relays Are Tier-Dependent Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 16

Resolution
unresolved
no resolver link, observed 2026-07-14T18:00:19.323220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-14T18:00:19.323220Z digest=sha256:7fb6dec533217ae97415f5d5f635ea90ee1de1443f5f1bf3f391a2d31f7ea1ed