Paper Citation Record · LEDGER

Single-agent or Multi-agent Systems? Why Not Both?

As of 16 August 2026, this Paper Citation Record lists 100 of 147 outbound references and 12 inbound Pith citation observations for arXiv:2505.18286.

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

pith.paper-citation-record.v1
2505.18286 v1

Coverage vector

measured 100 of 147 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:38:10.145472Z

measured 112 of 112 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:03:40.314391Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T14:58:33.586596Z

Reference resolution

100 of 147 outbound references displayed

verified exact0
verified fuzzy12
unresolved88
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2dbd1860-ba39-4a3c-bdf8-a15f10585147 · outbound

This paper cites https://artofproblemsolving.com/ wiki/index.php/2025_AIME_I, 2025.

Single-agent or Multi-agent Systems? Why Not Both? https://artofproblemsolving.com/ wiki/index.php/2025_AIME_I, 2025

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:01.362631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce1dbe33-4e94-4070-8f8b-7a02a29812b0 · outbound

This paper cites Program Synthesis with Large Language Models.

Single-agent or Multi-agent Systems? Why Not Both? Program Synthesis with Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:01.433448Z

Source-reported events for the cited work

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Observation b233ddab-643e-4ce1-845e-e08d8333d0f5 · outbound

This paper cites Pan, Shuyi Yang, Lakshya A.

Single-agent or Multi-agent Systems? Why Not Both? Pan, Shuyi Yang, Lakshya A

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:01.506254Z

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Observation 8fa70244-8fe6-4ea4-9a4e-845ae5ffc635 · outbound

This paper cites Gamegpt: Multi-agent collaborative framework for game development, 2023.

Single-agent or Multi-agent Systems? Why Not Both? Gamegpt: Multi-agent collaborative framework for game development, 2023

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:01.562133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ca57d1d-715c-4203-94f0-63923c595e0f · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:01.631771Z

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Observation 63297d3b-c1d7-4942-b98f-b6bc25c5bd50 · outbound

This paper cites Agentverse: Facilitating multi-agent collaboration and exploring emergent behaviors, 2023.

Single-agent or Multi-agent Systems? Why Not Both? Agentverse: Facilitating multi-agent collaboration and exploring emergent behaviors, 2023

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:01.703759Z

Source-reported events for the cited work

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Observation ab54bff2-58e1-43d6-a05c-22f381845fe5 · outbound

This paper cites Enhancing diagnostic capability with multi-agents conversational large language models.

Single-agent or Multi-agent Systems? Why Not Both? Enhancing diagnostic capability with multi-agents conversational large language models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:01.791978Z

Source-reported events for the cited work

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Observation af6158a9-8a1c-4a27-804c-51cfb11796f9 · outbound

This paper cites Do not think that much for 2+3=? on the overthinking of o1-like llms, 2025.

Single-agent or Multi-agent Systems? Why Not Both? Do not think that much for 2+3=? on the overthinking of o1-like llms, 2025

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:01.854443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 880d4324-2813-4cfe-9e5e-c5d75ba2291e · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Single-agent or Multi-agent Systems? Why Not Both? Training Verifiers to Solve Math Word Problems

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:01.937898Z

Source-reported events for the cited work

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Observation 491fa492-c0b3-41a1-bfc3-5bdbfb99d146 · outbound

This paper cites Gemini 2.5 pro: Our most intelligent ai model.

Single-agent or Multi-agent Systems? Why Not Both? Gemini 2.5 pro: Our most intelligent ai model

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:02.004395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1094a53f-ca0f-46a9-b1c0-688fea9e31e1 · outbound

This paper cites Self-collaboration Code Generation via ChatGPT.

Single-agent or Multi-agent Systems? Why Not Both? Self-collaboration Code Generation via ChatGPT

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:02.116610Z

Source-reported events for the cited work

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Observation 1ce4e31b-a9fd-4cf5-b44f-41b00769e7ff · outbound

This paper cites Self-collaboration code generation via chatgpt, 2024.

Single-agent or Multi-agent Systems? Why Not Both? Self-collaboration code generation via chatgpt, 2024

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:02.192549Z

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Observation e25f68d4-7736-4118-a77a-ddeb69bb1baf · outbound

This paper cites Tenenbaum, and Igor Mordatch.

Single-agent or Multi-agent Systems? Why Not Both? Tenenbaum, and Igor Mordatch

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:02.266322Z

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Observation 546c5640-29a6-4ac0-b615-127f25b469ad · outbound

This paper cites Improving Factuality and Reasoning in Language Models through Multiagent Debate.

Single-agent or Multi-agent Systems? Why Not Both? Improving Factuality and Reasoning in Language Models through Multiagent Debate

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:02.339519Z

Source-reported events for the cited work

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Observation cd15b101-f056-4677-9c44-e6366792cdf6 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:02.425488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3054f465-b50a-4a9a-b297-7b51e5a8dd9a · outbound

This paper cites Cognify: Supercharging gen-ai workflows with hierarchical autotuning, 2025.

Single-agent or Multi-agent Systems? Why Not Both? Cognify: Supercharging gen-ai workflows with hierarchical autotuning, 2025

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:02.506080Z

Source-reported events for the cited work

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Observation 6997861a-d0ba-4a32-a10e-ab4ee36f8421 · outbound

This paper cites Cognify: Supercharging Gen-AI Workflows With Hierarchical Autotuning.

Single-agent or Multi-agent Systems? Why Not Both? Cognify: Supercharging Gen-AI Workflows With Hierarchical Autotuning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:02.572302Z

Source-reported events for the cited work

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Observation aa9354fd-2a94-438a-8480-76d2a1028ce4 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

Single-agent or Multi-agent Systems? Why Not Both? Measuring Mathematical Problem Solving With the MATH Dataset

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:02.653140Z

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Unavailable: canonical work link unavailable.

Observation 3c18e6dc-8df9-4b47-94b6-9fd29a276e1c · outbound

This paper cites Metagpt: Meta programming for a multi-agent collaborative framework, 2024.

Single-agent or Multi-agent Systems? Why Not Both? Metagpt: Meta programming for a multi-agent collaborative framework, 2024

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:02.738110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6dbbb7f7-ed95-4104-a35b-bf8d5da22f83 · outbound

This paper cites MetaGPT: Meta programming for a multi-agent collaborative framework.

Single-agent or Multi-agent Systems? Why Not Both? MetaGPT: Meta programming for a multi-agent collaborative framework

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:02.844738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1de48d45-f306-4f90-ad5f-f27155735bd3 · outbound

This paper cites HoVer: A Dataset for Many-Hop Fact Extraction And Claim Verification.

Single-agent or Multi-agent Systems? Why Not Both? HoVer: A Dataset for Many-Hop Fact Extraction And Claim Verification

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:02.944024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01c07267-b959-47cb-9c5f-3ddd20730193 · outbound

This paper cites SWE-bench: Can language models resolve real-world github issues? In The Twelfth International Conference on Learning Representations, 2024.

Single-agent or Multi-agent Systems? Why Not Both? SWE-bench: Can language models resolve real-world github issues? In The Twelfth International Conference on Learning Representations, 2024

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:03.002405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fe6d826-fb7f-4806-87f2-d7b4a2d4461b · outbound

This paper cites Curie: Toward rigorous and automated scientific experimentation with ai agents, 2025.

Single-agent or Multi-agent Systems? Why Not Both? Curie: Toward rigorous and automated scientific experimentation with ai agents, 2025

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:03.152528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6f0da2b-4854-4b80-abd2-913a411ff7fb · outbound

This paper cites Ds-1000: A natural and reliable benchmark for data science code generation.

Single-agent or Multi-agent Systems? Why Not Both? Ds-1000: A natural and reliable benchmark for data science code generation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:03.228425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 728a4fef-ddf4-494e-a76b-bf7c2b42ec42 · outbound

This paper cites PaperQA: Retrieval-Augmented Generative Agent for Scientific Research.

Single-agent or Multi-agent Systems? Why Not Both? PaperQA: Retrieval-Augmented Generative Agent for Scientific Research

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:03.284936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d57b12ef-d7f6-464e-931a-8f661f92ac8e · outbound

This paper cites Improving llm classification of logical errors by integrating error relationship into prompts.

Single-agent or Multi-agent Systems? Why Not Both? Improving llm classification of logical errors by integrating error relationship into prompts

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:03.418380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 279e177f-c4ba-445c-a8a6-98c152d5a162 · outbound

This paper cites Macm: Utilizing a multi-agent system for condition mining in solving complex mathematical problems, 2024.

Single-agent or Multi-agent Systems? Why Not Both? Macm: Utilizing a multi-agent system for condition mining in solving complex mathematical problems, 2024

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:03.530272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b714c3a-e70a-43f0-99e9-9e2447e5c1a9 · outbound

This paper cites Advances and challenges in foundation agents: From brain-inspired intelligence to evolutionary, collaborative, and safe systems, 2025.

Single-agent or Multi-agent Systems? Why Not Both? Advances and challenges in foundation agents: From brain-inspired intelligence to evolutionary, collaborative, and safe systems, 2025

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:03.645366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36bbd353-86ca-4f2d-9b74-6729ddae1791 · outbound

This paper cites Introducing openai o3 and o4-mini.

Single-agent or Multi-agent Systems? Why Not Both? Introducing openai o3 and o4-mini

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:03.737085Z

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Observation 9aab599a-3c90-429c-8fde-2b40981da13e · outbound

This paper cites AgileCoder: Dynamic Collaborative Agents for Software Development based on Agile Methodology.

Single-agent or Multi-agent Systems? Why Not Both? AgileCoder: Dynamic Collaborative Agents for Software Development based on Agile Methodology

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:03.828048Z

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Observation e2b65e04-6b47-478a-bea9-6380a8b02cdf · outbound

This paper cites ChatDev: Communicative Agents for Software Development.

Single-agent or Multi-agent Systems? Why Not Both? ChatDev: Communicative Agents for Software Development

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:03.918201Z

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Observation 6d82db2f-643b-4fe7-8d17-b77e2f84d889 · outbound

This paper cites Chatdev: Communicative agents for software development, 2024.

Single-agent or Multi-agent Systems? Why Not Both? Chatdev: Communicative agents for software development, 2024

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:03.976684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fca59c2-3ed0-49b3-b305-837227e818e3 · outbound

This paper cites Detecting hallucinations in large language model generation: A token probability approach, 2024.

Single-agent or Multi-agent Systems? Why Not Both? Detecting hallucinations in large language model generation: A token probability approach, 2024

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:04.053026Z

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Observation 52549ba7-01c2-4cfc-9c36-f3f7ffd0a900 · outbound

This paper cites Teola: Towards end-to-end optimization of llm-based applications, 2025.

Single-agent or Multi-agent Systems? Why Not Both? Teola: Towards end-to-end optimization of llm-based applications, 2025

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:04.165296Z

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Observation 552dc48e-0514-4899-8156-04eb6f73cdca · outbound

This paper cites Towards end-to-end optimization of llm- based applications with ayo.

Single-agent or Multi-agent Systems? Why Not Both? Towards end-to-end optimization of llm- based applications with ayo

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:04.234657Z

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Observation cd23210d-cf3a-4a93-bd89-b8e0d1e1990b · outbound

This paper cites TDAG: A Multi-Agent Framework based on Dynamic Task Decomposition and Agent Generation.

Single-agent or Multi-agent Systems? Why Not Both? TDAG: A Multi-Agent Framework based on Dynamic Task Decomposition and Agent Generation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:04.341258Z

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Observation 23373831-6a5e-4815-b723-c311283d2c25 · outbound

This paper cites Tdag: A multi-agent framework based on dynamic task decomposition and agent generation, 2025.

Single-agent or Multi-agent Systems? Why Not Both? Tdag: A multi-agent framework based on dynamic task decomposition and agent generation, 2025

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:04.486169Z

Source-reported events for the cited work

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Observation 6c75aa04-c50c-439e-be70-db4c7a68d49d · outbound

This paper cites Agent workflow memory, 2024.

Single-agent or Multi-agent Systems? Why Not Both? Agent workflow memory, 2024

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:04.624891Z

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Observation 4d13c486-1b3a-48e8-b505-a8c917e5f149 · outbound

This paper cites Stateflow: Enhancing llm task-solving through state-driven workflows, 2024.

Single-agent or Multi-agent Systems? Why Not Both? Stateflow: Enhancing llm task-solving through state-driven workflows, 2024

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:04.752633Z

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Observation 5058121f-3620-4ef0-a936-ec925caab9cd · outbound

This paper cites Tradingagents: Multi-agents llm financial trading framework, 2025.

Single-agent or Multi-agent Systems? Why Not Both? Tradingagents: Multi-agents llm financial trading framework, 2025

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:04.860417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 510b11ae-7e01-46bc-8f69-5fb8ad9688d2 · outbound

This paper cites Exploring large language models for communication games: An empirical study on werewolf, 2024.

Single-agent or Multi-agent Systems? Why Not Both? Exploring large language models for communication games: An empirical study on werewolf, 2024

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:04.946235Z

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Observation 58a7627f-ec2d-4a34-bc18-2e8aaffe3032 · outbound

This paper cites FinRobot: An Open-Source AI Agent Platform for Financial Applications using Large Language Models.

Single-agent or Multi-agent Systems? Why Not Both? FinRobot: An Open-Source AI Agent Platform for Financial Applications using Large Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:05.036197Z

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Unavailable: canonical work link unavailable.

Observation e14e2a30-71dd-469b-ad7a-be5ae7bc46c1 · outbound

This paper cites Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems.

Single-agent or Multi-agent Systems? Why Not Both? Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:05.109462Z

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Observation 50fd4c97-181f-4523-87cb-5b3ef63045df · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:05.173816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85975045-97f9-445d-bb8e-8d32c2f86e22 · outbound

This paper cites Dpmac: Differentially private communication for cooperative multi-agent reinforcement learning, 2023.

Single-agent or Multi-agent Systems? Why Not Both? Dpmac: Differentially private communication for cooperative multi-agent reinforcement learning, 2023

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:05.293833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c78fee46-74c4-4b59-b9f3-e2899e47cc20 · outbound

This paper cites BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions.

Single-agent or Multi-agent Systems? Why Not Both? BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:05.386621Z

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Observation 4bd6118b-a905-45ec-9c1e-032c72fb7a01 · outbound

This paper cites Agent gpt -4 o1 - - - - - - - - - - - - -.

Single-agent or Multi-agent Systems? Why Not Both? Agent gpt -4 o1 - - - - - - - - - - - - -

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:05.448238Z

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Observation 2d532622-3c48-4785-b92e-fa3661547f47 · outbound

This paper cites Therefore , Sally Four is 8 years old.

Single-agent or Multi-agent Systems? Why Not Both? Therefore , Sally Four is 8 years old

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:05.508475Z

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Observation 4926c76e-6559-463d-aa25-95f521fecf65 · outbound

This paper cites \ boxed {51} gemini -1.5 - flash1 : ...( Almost i d e n t i c a l to answer 0) Therefore , the total age of the four birds is 51.

Single-agent or Multi-agent Systems? Why Not Both? \ boxed {51} gemini -1.5 - flash1 : ...( Almost i d e n t i c a l to answer 0) Therefore , the total age of the four birds is 51

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:05.667392Z

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Unavailable: canonical work link unavailable.

Observation c9961189-e81e-4bc1-a8ae-d2091d4514ab · outbound

This paper cites Therefore , Sally Four is 8 years old.

Single-agent or Multi-agent Systems? Why Not Both? Therefore , Sally Four is 8 years old

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:05.706434Z

Source-reported events for the cited work

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Observation 972b9735-d7f1-45cb-ba66-612f936f7bdf · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:05.749017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fd329eb-0c91-4d50-b59f-1cf9e1ba65d4 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:05.798219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a17330e0-8a90-437e-a850-c4540a4da4dc · outbound

This paper cites Sally Four.

Single-agent or Multi-agent Systems? Why Not Both? Sally Four

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:05.838966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f58111d5-5114-4201-bc72-cdcaa53d7fc7 · outbound

This paper cites i n t e r m e d i a t e.

Single-agent or Multi-agent Systems? Why Not Both? i n t e r m e d i a t e

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:05.868035Z

Source-reported events for the cited work

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Observation 9e2be9cf-e940-4bfa-8875-2e2e3a445153 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:05.925858Z

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Observation 846803d0-779d-4cb7-906f-dfd847599b2f · outbound

This paper cites If you want , you could import more modules but still keep the or ig in al ones.

Single-agent or Multi-agent Systems? Why Not Both? If you want , you could import more modules but still keep the or ig in al ones

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:06.056969Z

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Observation f871175d-f9f5-44cb-9704-b28f154ce6e0 · outbound

This paper cites Write a short code f o l l o w i n g the given format and i n d e n t a t i o n.

Single-agent or Multi-agent Systems? Why Not Both? Write a short code f o l l o w i n g the given format and i n d e n t a t i o n

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:06.367957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6a8863b-eead-4aa7-b1ca-92ab2f29e752 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:06.744620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bd76505-073a-42a6-ac71-65043aba9a23 · outbound

This paper cites ACTION : the action you call to get i n f o r m a t i o n or submit the task.

Single-agent or Multi-agent Systems? Why Not Both? ACTION : the action you call to get i n f o r m a t i o n or submit the task

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:06.936191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cdbe900-e7a6-46d8-8c5b-5cd730540416 · outbound

This paper cites { T A S K _ D E S C R I P T I O N } --- Your Wo rk fl ow ---.

Single-agent or Multi-agent Systems? Why Not Both? { T A S K _ D E S C R I P T I O N } --- Your Wo rk fl ow ---

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:07.116649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f004896-d59d-4b28-8a8d-857be1b278dc · outbound

This paper cites You need to give your ideas until you need to use ex te rna l tools to obtain i n f o r m a t i o n or calculations , and then call an action and waif for the result.

Single-agent or Multi-agent Systems? Why Not Both? You need to give your ideas until you need to use ex te rna l tools to obtain i n f o r m a t i o n or calculations , and then call an action and waif for the result

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:07.332139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34ddeec6-3f6b-4693-9044-f28d1dcd6bb1 · outbound

This paper cites < action > over () </ action >.

Single-agent or Multi-agent Systems? Why Not Both? < action > over () </ action >

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:07.369750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18dd401d-0f5d-4222-8440-d2a653730ad3 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:07.443231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7a0bf83-3655-4dd5-bc69-b7e585d34d4b · outbound

This paper cites p os it ive.

Single-agent or Multi-agent Systems? Why Not Both? p os it ive

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:07.487053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a37ba08b-5453-4fd9-bd3f-019e18177ed9 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:07.552599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0534929a-d7ca-4eba-8b40-1334d525f505 · outbound

This paper cites Final Answer.

Single-agent or Multi-agent Systems? Why Not Both? Final Answer

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:07.599955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a600c04a-6e45-40b9-bc24-9f2b7387e43b · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:07.670954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b06791fe-5c67-475b-afbb-a11855a3e03c · outbound

This paper cites Curie - Solo.

Single-agent or Multi-agent Systems? Why Not Both? Curie - Solo

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:07.712456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3aca4e2-8c15-4cb8-bf8e-d3b4bb2fbed5 · outbound

This paper cites v a l i d a t e d _ q u e s t i o n.

Single-agent or Multi-agent Systems? Why Not Both? v a l i d a t e d _ q u e s t i o n

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:07.767803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcf49b4a-7c6c-4ac7-9c51-687214deab06 · outbound

This paper cites e x p e r i m e n t _ p l a n.

Single-agent or Multi-agent Systems? Why Not Both? e x p e r i m e n t _ p l a n

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:07.838405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 293729e2-ba6b-4e1e-a005-4b83b0f0e400 · outbound

This paper cites i m p l e m e n t a t i o n.

Single-agent or Multi-agent Systems? Why Not Both? i m p l e m e n t a t i o n

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:07.878930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c0e0232-04d3-445a-966a-919b01722b02 · outbound

This paper cites v e r i f i c a t i o n.

Single-agent or Multi-agent Systems? Why Not Both? v e r i f i c a t i o n

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:24.427859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 89e38e9f-d27d-4936-ae7f-f563368e8d50 · outbound

This paper cites a na lys is.

Single-agent or Multi-agent Systems? Why Not Both? a na lys is

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:24.276731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ee87c0a4-1205-4d32-865a-680c2d734c13 · outbound

This paper cites c o n c l u s i o n.

Single-agent or Multi-agent Systems? Why Not Both? c o n c l u s i o n

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:24.124414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 52de5ac0-7b8e-47f2-bb4a-e24257edf825 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:38:23.965063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 81c59960-1fbc-486f-a9ce-5c4516d497de · outbound

This paper cites If you want , you could import more modules but still keep the or ig in al ones.

Single-agent or Multi-agent Systems? Why Not Both? If you want , you could import more modules but still keep the or ig in al ones

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:23.885997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c0d7dcfc-6d68-4c74-abb3-68a6be299daa · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:08.378898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c64da4d4-3573-40d8-8cbe-c1c4a355366c · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:08.450895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e069d225-92e1-4946-bc23-78404895f71a · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:38:23.715597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4d90edd4-5164-4a9b-83ba-ec10bb9b509b · outbound

This paper cites d a t a _ m a n i p u l a t i o n.

Single-agent or Multi-agent Systems? Why Not Both? d a t a _ m a n i p u l a t i o n

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:23.565332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6d203d57-6276-4e9e-a82f-a7b2d6b277ba · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:38:23.382722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7ba0fb39-e6d6-487e-bf1b-005fb28e9dcf · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 96

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:38:23.199685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 313fb89c-b81c-43aa-b536-d8395161cbe6 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 97

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:38:23.094928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ccc9ec2d-7003-4ac6-a3f1-aaa02c69321a · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 98

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:38:22.958995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b54c731e-2418-4e94-8516-c820eb8fff27 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 99

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:38:22.772007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f39aa0e2-378e-47bb-b9e6-d3bb23ec87e5 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 100

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:38:22.519763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation bc250bfe-a239-4c9c-9491-66c3b5900e36 · outbound

This paper cites Analyze the f o l l o w i n g Python p r o g r a m m i n g problem and provide a s t r u c t u r e d JSON s p e c i f i c a t i o n.

Single-agent or Multi-agent Systems? Why Not Both? Analyze the f o l l o w i n g Python p r o g r a m m i n g problem and provide a s t r u c t u r e d JSON s p e c i f i c a t i o n

Reference 101

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:22.345440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 925f15f5-13c8-4c25-959a-614f45af09f3 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 102

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:09.260802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f761dee-d6f9-453a-b475-fb33cea38e21 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 103

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:09.339384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6b95067-742a-4933-8cde-b3eb7089a18d · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 104

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:09.415532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49727349-3acf-4c5a-b2be-91664ac777e7 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 105

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:38:22.176386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d234260e-9778-4d10-9a81-5784b4e78816 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 106

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:38:22.038736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8962d213-69e2-4643-b0f4-56a828eda372 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 107

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:38:21.886614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 36637a8f-0ad8-4a43-a274-1dac47c1e18d · outbound

This paper cites plan ": A d i c t i o n a r y c o n t a i n i n g the core p la nn in g details : -.

Single-agent or Multi-agent Systems? Why Not Both? plan ": A d i c t i o n a r y c o n t a i n i n g the core p la nn in g details : -

Reference 108

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:21.719309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0e04e0ae-505b-4320-a89c-bf1ef2d62ed9 · outbound

This paper cites tests ": A list of dictionaries , each r e p r e s e n t i n g a crucial edge - case or tricky test sc en ar io . Each test d i c t i o n a r y must contain : -.

Single-agent or Multi-agent Systems? Why Not Both? tests ": A list of dictionaries , each r e p r e s e n t i n g a crucial edge - case or tricky test sc en ar io . Each test d i c t i o n a r y must contain : -

Reference 109

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:21.495668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8fec7ede-6b55-4251-b3ab-763c28905712 · outbound

This paper cites an unresolved cited work.

Single-agent or Multi-agent Systems? Why Not Both? Unresolved cited work

Reference 110

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:38:21.349785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation dcf20923-ffa3-4f85-ba63-fc483fe4972b · outbound

This paper cites Only g en er at e 1 block of code at one time.

Single-agent or Multi-agent Systems? Why Not Both? Only g en er at e 1 block of code at one time

Reference 111

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:21.203702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f84d2e43-0a87-4314-abbf-716e9bff0edc · outbound

This paper cites DO NOT GUESS or refuse to re sp on se the planner ’ s request.

Single-agent or Multi-agent Systems? Why Not Both? DO NOT GUESS or refuse to re sp on se the planner ’ s request

Reference 112

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:20.996648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6b3bddcf-ac9a-4994-91d9-9937241122e4 · outbound

This paper cites If you open a file , but do not find the i n f o r m a t i o n you need , reopen with d i f f e r e n t s t a r t _ l i n e and en d_ li ne or k ey wor ds.

Single-agent or Multi-agent Systems? Why Not Both? If you open a file , but do not find the i n f o r m a t i o n you need , reopen with d i f f e r e n t s t a r t _ l i n e and en d_ li ne or k ey wor ds

Reference 113

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:20.803863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 19b8faf4-1846-466e-aa26-2605a33f18ba · outbound

This paper cites ### I m p o r t a n t Notes : 1 Only use the pr ov id ed and p r e d e f i n e d f u n c t i o n s as the f u n c t i o n s.

Single-agent or Multi-agent Systems? Why Not Both? ### I m p o r t a n t Notes : 1 Only use the pr ov id ed and p r e d e f i n e d f u n c t i o n s as the f u n c t i o n s

Reference 114

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:20.635411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

Observation 71babf2f-d691-4d47-80e8-0ab9e11c8090 · inbound

Rethinking the Illusion of Thinking cites this paper.

Rethinking the Illusion of Thinking Single-agent or Multi-agent Systems? Why Not Both?

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T21:03:40.314391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38448310-97ca-4fb6-ae37-28f7a5c58370 · inbound

BetaWeb: Towards a Blockchain-enabled Trustworthy Agentic Web cites this paper.

BetaWeb: Towards a Blockchain-enabled Trustworthy Agentic Web Single-agent or Multi-agent Systems? Why Not Both?

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T18:55:33.513340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f855dc5f-d7ff-4b11-9856-495e09d4603e · inbound

Automatic Failure Attribution and Critical Step Prediction Method for Multi-Agent Systems Based on Causal Inference cites this paper.

Automatic Failure Attribution and Critical Step Prediction Method for Multi-Agent Systems Based on Causal Inference Single-agent or Multi-agent Systems? Why Not Both?

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T20:21:21.796071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc424a83-0a61-48f4-b37f-13f58ef0fcad · inbound

CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems cites this paper.

CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems Single-agent or Multi-agent Systems? Why Not Both?

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T14:42:33.346205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfa568b9-d332-46b1-866a-215c1d70e646 · inbound

Towards Optimal Agentic Architectures for Offensive Security Tasks cites this paper.

Towards Optimal Agentic Architectures for Offensive Security Tasks Single-agent or Multi-agent Systems? Why Not Both?

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:16:03.166959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8d01cc2e-c369-4840-b0ec-e0c3b7ce9d45 · inbound

Towards Multi-Agent Autonomous Reasoning in Hydrodynamics cites this paper.

Towards Multi-Agent Autonomous Reasoning in Hydrodynamics Single-agent or Multi-agent Systems? Why Not Both?

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:51:43.364761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e536169e-f640-4b34-afcf-23c003c59f29 · inbound

AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks cites this paper.

AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Single-agent or Multi-agent Systems? Why Not Both?

Reference 92

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:31:25.871484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 59f114e0-3b15-4c27-8bac-7e263d3abb3e · inbound

StepFinder: A Temporal Semantic Framework for Failure Attribution in Multi-Agent Systems cites this paper.

StepFinder: A Temporal Semantic Framework for Failure Attribution in Multi-Agent Systems Single-agent or Multi-agent Systems? Why Not Both?

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-07-02T03:16:34.003212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a168756d-e091-4165-b264-af4106e7871b · inbound

The Illusion of Multi-Agent Advantage cites this paper.

The Illusion of Multi-Agent Advantage Single-agent or Multi-agent Systems? Why Not Both?

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-03T14:58:33.588193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 479a770b-a64c-49fb-8cc3-2f52f163df4a · inbound

The Illusion of Agentic Complexity in README.md Generation: Evaluating Single-Agent vs. Multi-Agent RAG Systems cites this paper.

The Illusion of Agentic Complexity in README.md Generation: Evaluating Single-Agent vs. Multi-Agent RAG Systems Single-agent or Multi-agent Systems? Why Not Both?

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-06-30T05:04:20.512422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 42b28ad2-f795-45d8-89dd-25249c23e871 · inbound

The Illusion of Agentic Complexity in README.md Generation: Evaluating Single-Agent vs. Multi-Agent RAG Systems cites this paper.

The Illusion of Agentic Complexity in README.md Generation: Evaluating Single-Agent vs. Multi-Agent RAG Systems Single-agent or Multi-agent Systems? Why Not Both?

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:37:22.220373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 656ea5f7-25f4-41d3-84c1-bad286f69a64 · inbound

When Do Multi-Agent Systems Help? An Information Bottleneck Perspective cites this paper.

When Do Multi-Agent Systems Help? An Information Bottleneck Perspective Single-agent or Multi-agent Systems? Why Not Both?

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T21:18:05.367379Z

Source-reported events for the cited work

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