Paper Citation Record · LEDGER

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems

As of 18 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2507.13190.

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

pith.paper-citation-record.v1
2507.13190 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:32:46.738028Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

24 of 24 outbound references displayed

verified exact0
verified fuzzy0
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 58d6ab0e-0c90-4790-b4b3-ceeb014d5590 · outbound

This paper cites GPT-4 Technical Report.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:45.283390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07449451-32c7-488c-a017-59e43ca001d9 · outbound

This paper cites Qwen Technical Report.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems Qwen Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:45.338160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c9a6b5e-8d3c-485b-a556-63da74bd110b · outbound

This paper cites AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:45.475210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d11d178-5f5d-4b4d-bdc3-d211244ca9ab · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems Training Verifiers to Solve Math Word Problems

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:45.546141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bc62629-9426-4f48-96c3-c16794dacb28 · outbound

This paper cites an unresolved cited work.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:45.643734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81d3c6a1-761c-4d88-bad6-77e9022d741e · outbound

This paper cites an unresolved cited work.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:45.729759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83afe228-ee6d-4c49-b5ff-7565bf8a5ccf · outbound

This paper cites The Llama 3 Herd of Models.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems The Llama 3 Herd of Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:45.816466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0eecd898-7752-4d60-8ff6-31a7eb44ee93 · outbound

This paper cites an unresolved cited work.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:45.925496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e192a4f0-075f-40db-8531-88ad272a7453 · outbound

This paper cites A Diversity-Promoting Objective Function for Neural Conversation Models.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems A Diversity-Promoting Objective Function for Neural Conversation Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:45.993247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 074ee321-72cb-43ee-8d37-8ae80fd88cf0 · outbound

This paper cites an unresolved cited work.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.054573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fd73add-634f-4902-b74d-52e9b3f0d8cb · outbound

This paper cites AgentBench: Evaluating LLMs as Agents.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems AgentBench: Evaluating LLMs as Agents

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.103936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e72261ed-8f67-4ffe-93ac-33156ce75bb4 · outbound

This paper cites Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.143917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 893baf41-7972-4e8e-909e-2388a8d46366 · outbound

This paper cites an unresolved cited work.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.205789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b28ae04-2316-4f0d-b974-c685b09b41c1 · outbound

This paper cites an unresolved cited work.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.266733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd6e25a2-9f51-4b9f-87e2-dac3aaf22a78 · outbound

This paper cites an unresolved cited work.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.282362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f523a21-9b4f-44bd-8a1a-b89adbe70bbc · outbound

This paper cites an unresolved cited work.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.341320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36654da7-4944-44ec-87eb-dca38f12e7aa · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems LLaMA: Open and Efficient Foundation Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.406606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5556b73-0d1a-451d-b9f4-09c04befa02e · outbound

This paper cites AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.438272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4154ee9-0e04-4976-b907-674121c03cae · outbound

This paper cites Qwen3 Technical Report.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems Qwen3 Technical Report

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.499381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7e4301c-0efb-4db5-8d2b-41717004db85 · outbound

This paper cites Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.559716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a87486a9-6178-49a6-a886-216b62f48280 · outbound

This paper cites G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.583795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf227277-b30b-4217-8e9d-ec0e940627db · outbound

This paper cites an unresolved cited work.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.644031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd993823-0b3f-44c6-9ae6-006e5e06ebff · outbound

This paper cites online" 'onlinestring :=.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems online" 'onlinestring :=

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.704892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bcfec94-560f-4a08-a2db-dc03f78c66e0 · outbound

This paper cites write newline.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems write newline

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.738028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.