Weak-Link Optimization for Multi-Agent Reasoning and Collaboration | Paper Citation Record

Observation 0f3f7b1c-6a70-45bf-a6ee-409e2b8dcb37 · outbound

This paper cites A survey on evaluation of large language models.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration A survey on evaluation of large language models

Reference 1

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Observation eec638cc-0bf1-4dca-b606-37ae6a9b5b1c · outbound

This paper cites Intelligent decision-making driven by large ai models: Progress, challenges and prospects.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Intelligent decision-making driven by large ai models: Progress, challenges and prospects

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.507096Z

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Observation 0cac8be0-998f-419d-a4b9-7743a0b8aa3d · outbound

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

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Chain-of-thought prompting elicits reasoning in large language models

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.488222Z

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Observation b033a77b-e804-4bec-b027-9f82a0697f1e · outbound

This paper cites arXiv preprint arXiv:2602.09821 , year=.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration arXiv preprint arXiv:2602.09821 , year=

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T08:58:13.268605Z

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Observation 1e235fa0-cb34-4fa5-885d-68b44d560436 · outbound

This paper cites arXiv preprint arXiv:2602.09794 , year=.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration arXiv preprint arXiv:2602.09794 , year=

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T08:58:13.247326Z

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Observation d4e25ecb-f131-4ade-8472-d7b2fb432b39 · outbound

This paper cites The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-16T23:16:41.836860Z

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Observation 75b5e116-2617-43bd-beb2-5768728272fa · outbound

This paper cites Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.243783Z

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Observation 887f10c9-c688-4fef-af1d-bfaccdec357b · outbound

This paper cites Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T08:58:13.259790Z

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Observation 2bf38ac2-ad2f-40ca-bedb-df3fee707aed · outbound

This paper cites Social agent: Mastering dyadic nonverbal behavior generation via conversational llm agents.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Social agent: Mastering dyadic nonverbal behavior generation via conversational llm agents

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.532273Z

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Observation 488bd99a-ddfa-4835-b4c8-474bfc3b37e4 · outbound

This paper cites RCR-Router: Efficient Role-Aware Context Routing for Multi-Agent LLM Systems with Structured Memory.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration RCR-Router: Efficient Role-Aware Context Routing for Multi-Agent LLM Systems with Structured Memory

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T08:58:13.253590Z

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No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 73c65119-0486-4d9b-bced-2d62b4a42407 · outbound

This paper cites Dynamic consensus communication mech- anism for large language model-based multi-agent systems.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Dynamic consensus communication mech- anism for large language model-based multi-agent systems

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.516562Z

Source-reported events for the cited work

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Observation 6381ffae-a2ce-47d5-a16d-e2bb6a1d9749 · outbound

This paper cites Towards scientific intelligence: A survey of llm-based scientific agents.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Towards scientific intelligence: A survey of llm-based scientific agents

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.274687Z

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Observation 7aa9fc72-4bbb-4216-8ee4-f40f37dbefe1 · outbound

This paper cites Kg4diagnosis: A hierarchical multi- agent llm framework with knowledge graph enhancement for medical diagnosis.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Kg4diagnosis: A hierarchical multi- agent llm framework with knowledge graph enhancement for medical diagnosis

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.503066Z

Source-reported events for the cited work

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Observation bf56668d-50db-499e-bc07-302c96e31e9c · outbound

This paper cites Multi-agent autonomous driving systems with large language models: A survey of recent advances, resources, and future directions.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Multi-agent autonomous driving systems with large language models: A survey of recent advances, resources, and future directions

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.277764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 3957e83d-908e-4e13-8319-699d767c5593 · outbound

This paper cites Experience Transfer for Multimodal LLM Agents in Minecraft Game.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Experience Transfer for Multimodal LLM Agents in Minecraft Game

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-05-10T08:58:13.280634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 7c489c08-b67d-4a47-b4f3-53d9d7976486 · outbound

This paper cites A survey on llm- based multi-agent systems: workflow, infrastructure, and challenges.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration A survey on llm- based multi-agent systems: workflow, infrastructure, and challenges

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.525984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 5e4e3346-7d84-4b76-ba12-afa252b908fc · outbound

This paper cites Rethinking the reliability of multi-agent system: A perspective from byzantine fault tolerance.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Rethinking the reliability of multi-agent system: A perspective from byzantine fault tolerance

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.271689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 9b4ce52c-6da6-46f5-bcb2-05d1aa86b970 · outbound

This paper cites Deep Think with Confidence.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Deep Think with Confidence

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-16T11:30:21.518780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 0b742ef5-7a39-4e94-bd8a-b8d86975a653 · outbound

This paper cites Encouraging divergent thinking in large language models through multi-agent debate.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Encouraging divergent thinking in large language models through multi-agent debate

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.490204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation efa97fba-b23c-44dc-9c39-efc913e1f958 · outbound

This paper cites K., Zhu, X., and Li, S.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration K., Zhu, X., and Li, S

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T08:58:13.262798Z

Source-reported events for the cited work

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Observation f1f768a8-413d-4941-a3bb-646a8a8f3102 · outbound

This paper cites CoMM: Collaborative Multi-Agent, Multi-Reasoning-Path Prompting for Complex Problem Solving.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration CoMM: Collaborative Multi-Agent, Multi-Reasoning-Path Prompting for Complex Problem Solving

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.250575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation f247c24b-fdaf-4329-bd7c-dd3db533f22b · outbound

This paper cites LLM Multi-Agent Systems: Challenges and Open Problems.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration LLM Multi-Agent Systems: Challenges and Open Problems

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-17T10:23:05.283434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 9b11a7b2-9fe4-4523-bd54-654fdb0bdf01 · outbound

This paper cites https://arxiv.org/abs/2504.09037.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration https://arxiv.org/abs/2504.09037

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T08:58:13.283755Z

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Observation d37ea95e-5f43-40bd-bdbb-61d343c9eaf3 · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:43:20.141148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 9f8b0fd6-74b7-4a7c-9b38-3e6acbab2fad · outbound

This paper cites Explain-analyze- generate: A sequential multi-agent collaboration method for complex reasoning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Explain-analyze- generate: A sequential multi-agent collaboration method for complex reasoning

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:18:55.405790Z

Source-reported events for the cited work

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Observation b0280f8a-498a-4b9b-852f-7773da4a7dcf · outbound

This paper cites A survey on large language model based autonomous agents.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration A survey on large language model based autonomous agents

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.530292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 6eb7f89d-db18-4a27-8e04-14e8ef28cfda · outbound

This paper cites Per- sonalized recommendation agents with self-consistency.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Per- sonalized recommendation agents with self-consistency

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.518413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 68b5a96b-0324-4775-bfff-63ceda210bbf · outbound

This paper cites Groupdebate: Enhancing the efficiency of multi-agent debate using group discussion.arXiv preprint arXiv:2409.14051.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Groupdebate: Enhancing the efficiency of multi-agent debate using group discussion.arXiv preprint arXiv:2409.14051

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.203237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation b852b505-9455-4046-915a-07a8dce913d0 · outbound

This paper cites Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-20T09:42:06.579174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 0e87f38c-3e90-48a8-be30-8a2865f080b1 · outbound

This paper cites Meta-learning in neural networks: A survey.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Meta-learning in neural networks: A survey

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.494979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 30cc23a6-591e-4814-8b9a-84a5bd64ec68 · outbound

This paper cites Model-agnostic meta-learning for fast adaptation of deep networks.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Model-agnostic meta-learning for fast adaptation of deep networks

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.509766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 9db80e9f-3586-418c-a393-e3289b6a5371 · outbound

This paper cites Prototypical networks for few-shot learning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Prototypical networks for few-shot learning

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.523451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 57a338e8-8f7f-48a7-8667-ddb3b4b859e1 · outbound

This paper cites Maml- en-llm: Model agnostic meta-training of llms for improved in-context learning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Maml- en-llm: Model agnostic meta-training of llms for improved in-context learning

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.499091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 803fa2c0-1856-4033-93e7-2e4a992ee665 · outbound

This paper cites ReMA: Learning to Meta-think for LLMs with Multi-Agent Reinforcement Learning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration ReMA: Learning to Meta-think for LLMs with Multi-Agent Reinforcement Learning

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.232273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 4fd5ef7c-cc81-486b-a507-910f92ed7845 · outbound

This paper cites Metamind: Modeling human social thoughts with metacognitive multi-agent systems.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Metamind: Modeling human social thoughts with metacognitive multi-agent systems

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.214468Z

Source-reported events for the cited work

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Observation fc6614df-4a5b-48ae-9248-a383cf916961 · outbound

This paper cites Multi-Agent Coordination across Diverse Applications: A Survey.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Multi-Agent Coordination across Diverse Applications: A Survey

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.210505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 594d600c-b10e-46ab-b09a-d5a8219ea514 · outbound

This paper cites Meta-Thinking in LLMs via Multi-Agent Reinforcement Learning: A Survey.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Meta-Thinking in LLMs via Multi-Agent Reinforcement Learning: A Survey

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.218271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 1f4ba78e-3513-4b0a-8cd0-d7871801397b · outbound

This paper cites Swarm intelligence: A review of algorithms.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Swarm intelligence: A review of algorithms

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.534200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 30b4cfdb-30df-41e0-a9b9-adc7a6a636d2 · outbound

This paper cites Particle swarm optimization.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Particle swarm optimization

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.514621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 91d7a8b7-dde7-41ee-bfff-941881016d7d · outbound

This paper cites Grey wolf optimizer.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Grey wolf optimizer

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:18:55.402258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation f0ac885b-fc75-45e6-b20b-cb936fb3ab3c · outbound

This paper cites Marine predators algorithm: A nature-inspired metaheuristic.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Marine predators algorithm: A nature-inspired metaheuristic

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.505110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation bcad6ee1-7003-429c-8b15-bd1d12e45429 · outbound

This paper cites Hippopotamus optimization algorithm: a novel nature- inspired optimization algorithm.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Hippopotamus optimization algorithm: a novel nature- inspired optimization algorithm

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.511859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 07d1ee48-ea2b-4468-bd73-027c13835be7 · outbound

This paper cites A review on representative swarm intelligence algorithms for solving optimization problems: Applications and trends.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration A review on representative swarm intelligence algorithms for solving optimization problems: Applications and trends

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:18:55.407651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 3cb25b10-3f0a-4b1b-a94a-a069eb56ca9c · outbound

This paper cites Kouziokas,Swarm intelligence and evolutionary computation: theory, advances and applications in machine learning and deep learning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Kouziokas,Swarm intelligence and evolutionary computation: theory, advances and applications in machine learning and deep learning

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.497166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation d2ae24b6-eb3d-430e-9746-1633cc85b6b9 · outbound

This paper cites Swarmsys: Decentralized swarm-inspired agents for scalable and adaptive reasoning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Swarmsys: Decentralized swarm-inspired agents for scalable and adaptive reasoning

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.221763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 9495d0e7-4bc1-4abc-9278-50bb7973efa2 · outbound

This paper cites arXiv preprint arXiv:2603.12933 , year=.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration arXiv preprint arXiv:2603.12933 , year=

Reference 46

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T08:58:13.225125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation eca5994c-3759-4a09-a76c-95c4cbcbbe5f · outbound

This paper cites Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.163708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation f5e9a672-f8a9-40ff-91fe-ca325ff5ace9 · outbound

This paper cites Vector search with openai embeddings: Lucene is all you need.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Vector search with openai embeddings: Lucene is all you need

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.485597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 8c7da413-2e20-449b-86c7-b8e273c3e018 · outbound

This paper cites Task2vec: Task embedding for meta-learning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Task2vec: Task embedding for meta-learning

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.528021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 558fa5f2-758e-481f-b3c3-d7e8a2c71ae6 · outbound

This paper cites Towards unified task em- beddings across multiple models: Bridging the gap for prompt-based large language models and beyond.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Towards unified task em- beddings across multiple models: Bridging the gap for prompt-based large language models and beyond

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:18:55.398064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation c9f44f4d-a805-4958-aeb6-fb1fd2ec7563 · outbound

This paper cites The perceptron: a probabilistic model for information storage and organization in the brain.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration The perceptron: a probabilistic model for information storage and organization in the brain

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:18:55.400508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation f74de1d2-4472-4dbf-8c64-3b2ac3c1904e · outbound

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

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Measuring Mathematical Problem Solving With the MATH Dataset

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:00:39.484061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 14508576-ccdf-47ff-9297-fa38d4b9ca8c · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Training Verifiers to Solve Math Word Problems

Reference 53

Resolution: verified exact; local_arxiv, observed 2026-05-10T08:58:13.160798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 52dabfe8-404e-422e-9873-1a3faff779f9 · outbound

This paper cites Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:15:24.133279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 309c7c76-6f33-4ca6-bc7e-32a15024d37e · outbound

This paper cites MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.183812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 4c25e42b-53e1-4b88-8a75-481ea9b395ef · outbound

This paper cites HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 56

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:05:12.673916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation e5b3febc-9be7-445e-ab8c-ef469c8bd266 · outbound

This paper cites LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-05-12T20:22:11.032040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 89938b5b-a1fe-47d8-a244-2a7bba24de0f · outbound

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

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Self-refine: Iter- ative refinement with self-feedback

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.521303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 367898e3-6f48-4d4f-b43d-e3c72cec43ce · outbound

This paper cites Large Language Models as Analogical Reasoners.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Large Language Models as Analogical Reasoners

Reference 59

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T08:58:13.199122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 69fb382b-4df2-47a9-98e4-b133637fc601 · outbound

This paper cites AFlow: Automating Agentic Workflow Generation.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration AFlow: Automating Agentic Workflow Generation

Reference 60

Resolution: verified exact; arxiv_id, observed 2026-05-15T03:10:57.950228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 569922d5-b740-48da-99ac-913c646f4dbf · outbound

This paper cites Forest-of-thought: Scaling test-time compute for enhancing llm reasoning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Forest-of-thought: Scaling test-time compute for enhancing llm reasoning

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.500957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 78b667e5-f3b4-4b97-ab1d-2e6ecc5ff2db · outbound

This paper cites Atom of thoughts for markov llm test-time scaling.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Atom of thoughts for markov llm test-time scaling

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.191327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 785bc9c2-a6eb-4ab0-ab8c-725a10059b87 · outbound

This paper cites Society of Mind Meets Real-Time Strategy: A Hierarchical Multi-Agent Framework for Strategic Reasoning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Society of Mind Meets Real-Time Strategy: A Hierarchical Multi-Agent Framework for Strategic Reasoning

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.166747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 516443fb-c5a2-4722-8026-ba5dbc854b0e · outbound

This paper cites Mas 2: Self-generative, self-configuring, self-rectifying multi-agent systems.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Mas 2: Self-generative, self-configuring, self-rectifying multi-agent systems

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.195292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 0f5fdbed-2b79-4f26-bf67-811a61a52a41 · outbound

This paper cites DeepSeek-V3 Technical Report.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration DeepSeek-V3 Technical Report

Reference 65

Resolution: verified exact; local_arxiv, observed 2026-05-10T08:58:13.206756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation d1970173-000c-49ca-89b9-753ea61f5090 · outbound

This paper cites Evaluating quadratic weighted kappa as the standard performance metric for automated essay scoring.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Evaluating quadratic weighted kappa as the standard performance metric for automated essay scoring

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-05-20T19:23:54.536178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Observation 46c840bd-887b-480c-9356-78e3639567e4 · outbound

This paper cites an unresolved cited work.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-05-20T19:18:55.403976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers