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Paper Citation Record · LEDGER

The Illusion of Multi-Agent Advantage

As of 7 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 1 inbound Pith citation observation for arXiv:2606.13003.

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

pith.paper-citation-record.v1
2606.13003 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T06:45:08.810356Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-08T23:51:52.094508Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-08T23:55:43.096950Z

Reference resolution

55 of 55 outbound references displayed

  • verified exact11
  • verified fuzzy0
  • unresolved36
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch6

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1a7f5243-9f74-438e-a43b-19deefe65aa7 · outbound

This paper cites How we built our multi-agent research system.

The Illusion of Multi-Agent Advantage How we built our multi-agent research system

Reference 1

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:72ef583866e55aeff4e9fc407bed88635757a16ece168041047f6749002d370e

Observation 2f4da803-5797-4790-9531-2dfbdadb212e · outbound

This paper cites Building multi-agent systems: When and how to use them.

The Illusion of Multi-Agent Advantage Building multi-agent systems: When and how to use them

Reference 2

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:42819e8abffc936efa4c1e36efd5ee54a080caa91176d6f857c431432fcc9e8e

Observation 116d58a1-32c9-4aa4-88ff-7de31f815113 · outbound

This paper cites Claude code agent teams.

The Illusion of Multi-Agent Advantage Claude code agent teams

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:4de008dbd636d5a21f01003dc43785a0ade6c54273b55b9ca22897d4335b68ef

Observation 03dc1061-3ff7-4cf5-bf28-337d5c8d1ec0 · outbound

This paper cites yfinance: Yahoo! finance market data downloader.

The Illusion of Multi-Agent Advantage yfinance: Yahoo! finance market data downloader

Reference 4

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:97b4592682e33fb7e7468d71a74614eb84a9aaede146f1c9a9eaa396785f3071

Observation 69e66fb8-2cef-4070-bcdb-4cc8e6da746d · outbound

This paper cites Pan, Shuyi Yang, Lakshya A.

The Illusion of Multi-Agent Advantage Pan, Shuyi Yang, Lakshya A

Reference 5

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:0da22e30cb9cf7445c313a68c51e31776ee53e089d59cc383a95c7b7e45e1a0b

Observation 302fa3e6-837f-463e-a646-686ab06c8873 · outbound

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

The Illusion of Multi-Agent Advantage AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-07-03T14:58:33.623947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:ae25b7c94e22320ad8b0d48c3b91e264bd28c50c31de4be81d6099a5ad1fab76

Observation 495c2c5a-bb17-4243-872f-28ea7fc29cb6 · outbound

This paper cites BrowseComp-Plus: A More Fair and Transparent Evaluation Benchmark of Deep-Research Agent.

The Illusion of Multi-Agent Advantage BrowseComp-Plus: A More Fair and Transparent Evaluation Benchmark of Deep-Research Agent

Reference 7

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verified exact
arxiv_id, observed 2026-07-03T14:58:33.578442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:8e660a3e7c3f5c7520553c820fd056d43a3baa2296fcf774db9b5b9abb9a66f7

Observation b67dc9b6-a036-444e-b4a2-428a05f1cff1 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

The Illusion of Multi-Agent Advantage Training Verifiers to Solve Math Word Problems

Reference 8

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verified exact
local_arxiv, observed 2026-07-03T14:58:33.580688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:af1ebda8e3d150f5701bf2be9d3b1ac6a9a8492d729eac4377f6d2640c4935a5

Observation eeacabb7-3d52-46d2-9774-4d6752eedd9b · outbound

This paper cites Learning to Communicate with Deep Multi-Agent Reinforcement Learning.

The Illusion of Multi-Agent Advantage Learning to Communicate with Deep Multi-Agent Reinforcement Learning

Reference 9

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metadata mismatch
local_arxiv, observed 2026-07-03T14:58:33.585347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:2f0b03d092559ec0710b926dfb67d925bc96bd2f3ee3c0b45a9927ededc22ee5

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

This paper cites Single-agent or Multi-agent Systems? Why Not Both?.

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

Reference 10

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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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:98ce8407b224bedb67f6f5ab9c6c01b0a3cf46d91338f9ab03eb730f3300f9c8

Observation c39fdd1d-5b47-491b-a0fd-d3cac94cd008 · outbound

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

The Illusion of Multi-Agent Advantage Measuring Mathematical Problem Solving With the MATH Dataset

Reference 11

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verified exact
local_arxiv, observed 2026-07-03T14:58:33.608466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:84edd5a92b92f15fb130e119682493b1b817c890545a1f1c09a722458881722c

Observation 7643f279-de4c-41e2-a244-a97c2de0b1d9 · outbound

This paper cites an unresolved cited work.

The Illusion of Multi-Agent Advantage Unresolved cited work

Reference 12

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:f815fd126a7296b5e698c65aa40188608a02fdcec8689512de702cf717bd9a14

Observation d3bb9fa8-87a6-430c-b44d-2f9bc2f083c8 · outbound

This paper cites Automated Design of Agentic Systems.

The Illusion of Multi-Agent Advantage Automated Design of Agentic Systems

Reference 13

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verified exact
local_arxiv, observed 2026-07-03T14:58:33.582919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:1c4ff324ddbb62af52af22a9930742a60329c968a4cb67cd53c35fb037e77c8d

Observation 8245f366-7762-4d66-993a-156ce2df4082 · outbound

This paper cites Automated design of agentic systems.

The Illusion of Multi-Agent Advantage Automated design of agentic systems

Reference 14

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source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:31d1c54ca0c10649f20583b77f4d7b1ea57edcd5c16458a2e6596e6b84c53235

Observation bddc9151-823d-4b23-94a0-9142710ce220 · outbound

This paper cites Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik R.

The Illusion of Multi-Agent Advantage Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik R

Reference 15

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:52e5130869d55040e34ed60c0a1c440fd11fbcbc833a7d40b034239b0548e2e6

Observation edf7998c-f27a-476e-8d03-5a669c05f791 · outbound

This paper cites AI Agents That Matter.

The Illusion of Multi-Agent Advantage AI Agents That Matter

Reference 16

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metadata mismatch
arxiv_id, observed 2026-07-03T14:58:33.610953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:b8fdabfd6d18ba684bf920cbac4bd3e777eefee278dffd36248003736217d14f

Observation f4a98a07-3320-418e-bbf3-3cb8191a0c9f · outbound

This paper cites A survey of frontiers in llm reasoning: Inference scaling, learning to reason, and agentic systems.TMLR, 2025.

The Illusion of Multi-Agent Advantage A survey of frontiers in llm reasoning: Inference scaling, learning to reason, and agentic systems.TMLR, 2025

Reference 17

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Source-reported events for the cited work

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source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:500c393ac407b1ada81138d0935747fa10ca5fd34e38e22ea9e4a97fd9c71e57

Observation 50ee2848-2346-4639-b754-9255aa78e714 · outbound

This paper cites Mas-orchestra: Understanding and improving multi-agent reasoning through holistic orchestration and controlled benchmarks.

The Illusion of Multi-Agent Advantage Mas-orchestra: Understanding and improving multi-agent reasoning through holistic orchestration and controlled benchmarks

Reference 18

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

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source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:d757c6b20ef08693c40d76f3b900479078f31914056bb214426355c50a48d8ff

Observation a47267ad-7baf-41ee-9262-b2b620558361 · outbound

This paper cites MAS- ZERO: Designing multi-agent systems with zero supervision.SEA@NeurIPS, 2025.

The Illusion of Multi-Agent Advantage MAS- ZERO: Designing multi-agent systems with zero supervision.SEA@NeurIPS, 2025

Reference 19

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

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source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:18db0532430ccfb786d69643fd32b0afb0fbc8e795f8d7aee7c2462bf0332b03

Observation 04599a81-2b55-4184-9b5c-3dc6996a9e1c · outbound

This paper cites Towards a Science of Scaling Agent Systems.

The Illusion of Multi-Agent Advantage Towards a Science of Scaling Agent Systems

Reference 20

Resolution
metadata mismatch
local_arxiv, observed 2026-07-03T14:58:33.615112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:3b54fe8228a7306bd03ae08be1a6aedb3aa1c552773d0ddc3d6832bd31211313

Observation 86b7bb33-e4d0-4015-a795-92f0adbb333c · outbound

This paper cites More agents is all you need.

The Illusion of Multi-Agent Advantage More agents is all you need

Reference 21

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:ad9187d8dc07a88dde2f28aaaf0532fbc52ff1da4976d1512791a56a0a5b0d55

Observation 17302f7c-20f3-4d03-bd83-f0d0bf40a10c · outbound

This paper cites A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration.

The Illusion of Multi-Agent Advantage A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration

Reference 23

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verified exact
local_arxiv, observed 2026-07-03T14:58:33.606143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:9d1eb92f285377b53b2b1e2cfd98a490308864954015545e20ec37493f63842e

Observation 24434d92-b88f-4e34-8e71-4fa9a93ad2da · outbound

This paper cites Self-refine: Iterative refinement with self-feedback.Advances in Neural Information Processing Systems, 36, 2024.

The Illusion of Multi-Agent Advantage Self-refine: Iterative refinement with self-feedback.Advances in Neural Information Processing Systems, 36, 2024

Reference 24

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source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:b4320b2b6ab59151ac3f4987060f34bb3f484f1b95bdf15cf336b783ed6b7dc9

Observation 7edd59a0-192b-46f5-bc20-67c43ff9fa9a · outbound

This paper cites Self-refine: Iterative refinement with self-feedback.

The Illusion of Multi-Agent Advantage Self-refine: Iterative refinement with self-feedback

Reference 25

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Source-reported events for the cited work

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source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:9ecb7e16a4c7b6c352a29ebf881b440ff3efdd85012099400014554e1a1d9c6a

Observation 099bc6eb-dc45-41ba-9a4b-6df5034f21bc · outbound

This paper cites Mirofish: A simple and universal swarm intelligence engine.

The Illusion of Multi-Agent Advantage Mirofish: A simple and universal swarm intelligence engine

Reference 26

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:c1ec0f5858d9be6377f15fef92ff86e0ba146da0f39f6f7a29f8c2abeec59d7c

Observation 1765f0a8-9995-40b4-832e-0ffa92b60c23 · outbound

This paper cites Openclaw agents: A multi-agent configuration kit for openclaw.

The Illusion of Multi-Agent Advantage Openclaw agents: A multi-agent configuration kit for openclaw

Reference 27

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:2e492ac96ce3745d480c606c7c924d7a26e1e29b88c1d712be1c48a2be0a71d7

Observation 4fcd2d1f-99a1-4d7d-ad9a-e32d54fa4ebb · outbound

This paper cites Humanity's Last Exam.

The Illusion of Multi-Agent Advantage Humanity's Last Exam

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-07-03T14:58:33.618292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:515ee5af9d90eaaddd0a9e74b4d565f36e58bd3d270be896b64373057bf22001

Observation 4f99bd71-8744-4a94-87cb-b416416fe120 · outbound

This paper cites an unresolved cited work.

The Illusion of Multi-Agent Advantage Unresolved cited work

Reference 29

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:d7cd3238b0086ea107092e36e0f43c3efbe1c884b1dd9243a3d69f248394a5a3

Observation 3e4fc767-9c20-4f09-84af-9987aebc80f9 · outbound

This paper cites Toolorchestra: Elevating intelligence via efficient model and tool orchestration, 2025.

The Illusion of Multi-Agent Advantage Toolorchestra: Elevating intelligence via efficient model and tool orchestration, 2025

Reference 30

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:5a2efb14271fda1d7fb5a8ef5632556519f1521979f65efe00f0ba0fa05344c8

Observation cc823ac6-aa7b-4c74-9709-85685276b016 · outbound

This paper cites Single-agent llms outperform multi-agent systems on multi-hop reasoning under equal thinking token budgets, 2026.

The Illusion of Multi-Agent Advantage Single-agent llms outperform multi-agent systems on multi-hop reasoning under equal thinking token budgets, 2026

Reference 31

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unresolved
no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:2fb0845d97fc865f6929ad5e28253c92d39f402e2f55f2cf6426e191ef8a8262

Observation 43bfd8b2-e6ba-44c4-b61d-ce5e735b40c3 · outbound

This paper cites Mas-prove: Understanding the process verification of multi-agent systems.ICML, 2026.

The Illusion of Multi-Agent Advantage Mas-prove: Understanding the process verification of multi-agent systems.ICML, 2026

Reference 32

Resolution
unresolved
no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:95e73990d3b5e47a3498fa5068a00953f2463c8823227ab0c423e6db94ae667c

Observation 82b81011-47c9-4a56-bedc-7907049de6d2 · outbound

This paper cites Mixture-of-Agents Enhances Large Language Model Capabilities.

The Illusion of Multi-Agent Advantage Mixture-of-Agents Enhances Large Language Model Capabilities

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-07-03T14:58:33.613027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:0a33d8a58fad0aada314d960e110061968fd4557fd216397f4e296ed9fd6f993

Observation 7da2ff78-b3f5-4557-adf3-7b1900d50548 · outbound

This paper cites an unresolved cited work.

The Illusion of Multi-Agent Advantage Unresolved cited work

Reference 34

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:6126b4b38a7cd9fd6a2583eeada9e55a0ebb206fe93d191ee038aacdf6b2028e

Observation 12a07a85-c452-4aa2-812a-628a40ee11d5 · outbound

This paper cites Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou.

The Illusion of Multi-Agent Advantage Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou

Reference 35

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:a17aab7e83cf0b808449549e3427edd10a7e4f019588a69097567dc94688aeca

Observation fcb05742-08a9-46de-b411-402eaad98c15 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

The Illusion of Multi-Agent Advantage Chain-of-thought prompting elicits reasoning in large language models

Reference 36

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unresolved
no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:93713f48f592f2a7b78f4d7a378a1bc2c4a14703486deb1142f95e1bca2df2b5

Observation e5ad5ce5-404c-4b39-b4ae-8c43f8c13c7e · outbound

This paper cites Shunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik Narasimhan, and Yuan Cao.

The Illusion of Multi-Agent Advantage Shunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik Narasimhan, and Yuan Cao

Reference 37

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T14:58:33.621091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:13343433419fbcae465251b36226ff3540d501781fe2593e53a4a60289292ff8

Observation 1f219e52-7c8b-43f9-9574-0f4c2d6097b7 · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

The Illusion of Multi-Agent Advantage The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-07-03T14:58:33.598957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:ffe0c52d42617d69f41103d81daf2f6ebe6bf27705ec68b282e7ec4c452bb391

Observation b6250128-0533-4326-b9d2-56f1afca7906 · outbound

This paper cites React: Synergizing reasoning and acting in language models.

The Illusion of Multi-Agent Advantage React: Synergizing reasoning and acting in language models

Reference 39

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Source-reported events for the cited work

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source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:7edfc3304879a9b40114e293e35c2772a1eaef2a263406da24bd6009a7149c1f

Observation baee18fc-aecb-4459-92ae-266eb1b7d022 · outbound

This paper cites Multi-agent Architecture Search via Agentic Supernet.

The Illusion of Multi-Agent Advantage Multi-agent Architecture Search via Agentic Supernet

Reference 40

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metadata mismatch
arxiv_id, observed 2026-07-03T14:58:33.601494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:f913e19085f7ef5d6673c3b05f5c47eae223e4c430c087bff468d027a4cc2d03

Observation 3cbff2e1-46bc-454c-939f-b15e09cdcd57 · outbound

This paper cites Multi-agent architecture search via agentic supernet, 2025.

The Illusion of Multi-Agent Advantage Multi-agent architecture search via agentic supernet, 2025

Reference 41

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Source-reported events for the cited work

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source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:8d7a5d62dadcb7197cc48da906ae372812d29e5a52b382350e1f05fbe8b53d2c

Observation f0c0baab-d1e2-49a3-bbe6-bba699df345b · outbound

This paper cites AFlow: Automating agentic workflow generation, 2025.

The Illusion of Multi-Agent Advantage AFlow: Automating agentic workflow generation, 2025

Reference 42

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:9d537b04900008966d962de9529a4d8596caf5816ea4a4792cce208011eaf272

Observation d72ced5a-e759-47c3-975a-0fc9f1223bca · outbound

This paper cites MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines.

The Illusion of Multi-Agent Advantage MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines

Reference 43

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T14:58:33.591023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:b67f7b5da0e25659afd632243e53363565bde607381cd34da0e81a2c36162fc7

Observation 1dd56a86-59ab-4aff-bd06-4145e93c6f5f · outbound

This paper cites arXiv preprint arXiv:2502.02533 , year=.

The Illusion of Multi-Agent Advantage arXiv preprint arXiv:2502.02533 , year=

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-07-03T14:58:33.593850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:05c23735e0f6e418dc49543bcfb31d18126ebba556a8b69b62bd97be499f5789

Observation 9b7f2e7b-06b0-4ae3-a973-458c677e928c · outbound

This paper cites Assistant.

The Illusion of Multi-Agent Advantage Assistant

Reference 45

Resolution
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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:e5ef2dfae22c00e55dbdb71497998b0486bba0bbd79a782c9afcc35e8e4ff7d1

Observation 8fe2fd7d-2a9d-4e0c-abb6-6e5199d42e66 · outbound

This paper cites an unresolved cited work.

The Illusion of Multi-Agent Advantage Unresolved cited work

Reference 46

Resolution
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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:c2ac9d4a88b97bc590d9e3655a238420a678bc1dc0fe8b157b1f94796e1a28f3

Observation 5ac8e0c5-72c4-4534-ace0-175598dafe92 · outbound

This paper cites Needle-in-a-Haystack.

The Illusion of Multi-Agent Advantage Needle-in-a-Haystack

Reference 47

Resolution
unresolved
no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:444c6033add9fdd7a9a45a31a660260fc44cc571237788f466cd045d992c6d62

Observation 420ebe1a-bd79-49e7-8543-dada20d7248b · outbound

This paper cites Each investor receives D completed buy–sell pairs drawn from distinct stocks, plus one open position (the target stock) shared across all investors.

The Illusion of Multi-Agent Advantage Each investor receives D completed buy–sell pairs drawn from distinct stocks, plus one open position (the target stock) shared across all investors

Reference 48

Resolution
malformed identifier
no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:d6bd99e05ea2ea20219216bb51e33120f2ca55f51474604cb6b396d4f7f6b1f3

Observation 05ffff72-3d44-494b-9ba6-6221a540a9fb · outbound

This paper cites an unresolved cited work.

The Illusion of Multi-Agent Advantage Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:a197c8b037476b3b03c2e2fdfe19063bd33301cd8f0176c344040a3639b63d7f

Observation 18cca0fa-6cd0-4af5-903e-2e93e54ddac4 · outbound

This paper cites Samples with no valid qualifying dates are retried with a new seed.

The Illusion of Multi-Agent Advantage Samples with no valid qualifying dates are retried with a new seed

Reference 50

Resolution
malformed identifier
no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:8fb69adc0b91ca506a1469c441c74630790c266c0e70f8545008c6c43e318b52

Observation 00230e6e-de34-4259-b2c5-714b0051d78c · outbound

This paper cites This agent produces a structured JSON schema that drives the downstream orchestration, but performs no numerical reasoning itself.

The Illusion of Multi-Agent Advantage This agent produces a structured JSON schema that drives the downstream orchestration, but performs no numerical reasoning itself

Reference 51

Resolution
unresolved
no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:83a3e1801b4273e11b55e8afee8ef1b4c18973b20b0a46f8f4164eef79e34bf0

Observation 8d975b7e-a6e2-4a3c-a728-bb809b2bb0cf · outbound

This paper cites It is prompted to locate specific transaction dates and prices as needed, effectively acting as a high-precision filter.

The Illusion of Multi-Agent Advantage It is prompted to locate specific transaction dates and prices as needed, effectively acting as a high-precision filter

Reference 52

Resolution
unresolved
no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:bcec10e3966e7131282c6b5e56404fc8cf55eeb0cd481a862c23df2959531f68

Observation 551597b8-c42a-4264-aad2-20d8817ee921 · outbound

This paper cites optimized.

The Illusion of Multi-Agent Advantage optimized

Reference 53

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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:191158935c2b5a819e33745a52b9f08ed4d7ec1fbf25f04349be5d6b3ea44378

Observation c628cade-d9db-4a22-96a1-bc1a4ebe109c · outbound

This paper cites an unresolved cited work.

The Illusion of Multi-Agent Advantage Unresolved cited work

Reference 54

Resolution
unresolved
no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:945b8b1e2bea668be2a70fa9f0e9eab93b1ecdcc6e9c27fbe9117e96344453b7

Observation ab7d1e89-0edf-4b52-8abd-cf0ed9f68af8 · outbound

This paper cites an unresolved cited work.

The Illusion of Multi-Agent Advantage Unresolved cited work

Reference 55

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:4392b1a14c8dbbcc1363718a4c1721f9eab0a5c1a5c6e8880cab69481b146012

Observation f5be3a17-98bd-4291-88da-4527a356cd00 · outbound

This paper cites expensive witnesses.

The Illusion of Multi-Agent Advantage expensive witnesses

Reference 56

Resolution
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no resolver link, observed 2026-06-27T06:45:08.810356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:66ce7813ffbafc2e07044911c42d633ed8308dd21b16300fec50fb20a1f647cc

Pith citing papers

Observation bf3bd7f0-ed06-4228-9bb7-91a0962e0cbf · inbound

Onnes: A Physics-Grounded Multi-Agent LLM Simulator for Cryogenic Fault Diagnosis in Quantum Computing Infrastructure cites this paper.

Onnes: A Physics-Grounded Multi-Agent LLM Simulator for Cryogenic Fault Diagnosis in Quantum Computing Infrastructure The Illusion of Multi-Agent Advantage

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-07-08T23:55:43.098467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-07-08T23:51:52.094508Z digest=sha256:ca036561e28ce787a7e1107073e17839bb6576efaf9ff8bc2f02c143071c16d5