Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control | Paper Citation Record

Observation 90065998-07b0-4a3d-b553-b01d42073ca2 · outbound

This paper cites Investigating Agency of LLMs in Human-AI Collaboration Tasks,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Investigating Agency of LLMs in Human-AI Collaboration Tasks,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.080195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74194e4e-6ff0-4e41-96de-312636e61fa4 · outbound

This paper cites Mastering the Game of No-Press Diplomacy via Human-Regularized Reinforcement Learning and Planning,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Mastering the Game of No-Press Diplomacy via Human-Regularized Reinforcement Learning and Planning,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.084864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a09d5af5-7e1f-4355-b794-999c0fe4ea86 · outbound

This paper cites Human-level play in the game of Diplomacy by combining language models with strategic reasoning,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Human-level play in the game of Diplomacy by combining language models with strategic reasoning,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.088623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28e11a4c-2bcb-4778-b6f4-50fbe212764c · outbound

This paper cites Strategic behavior of large language models and the role of game structure versus contextual framing,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Strategic behavior of large language models and the role of game structure versus contextual framing,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.092239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fc3de42-b261-4e48-a160-ee7a8a189a76 · outbound

This paper cites LLM as a Mastermind: A Survey of Strategic Reasoning with Large Language Models,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control LLM as a Mastermind: A Survey of Strategic Reasoning with Large Language Models,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.095678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 183bda01-e69c-4913-b1e3-041ef8a88800 · outbound

This paper cites SwarmBrain: Embodied agent for real-time strategy game StarCraft II via large language models,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control SwarmBrain: Embodied agent for real-time strategy game StarCraft II via large language models,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.099015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42311ea6-9fd8-4095-a7be-ac11540ac414 · outbound

This paper cites Hierarchical control of multi-agent reinforcement learning team in real-time strategy (RTS) games,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Hierarchical control of multi-agent reinforcement learning team in real-time strategy (RTS) games,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.102638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b19bbc7-2e2d-4371-aa73-477652672d65 · outbound

This paper cites Robot behavior-tree-based task generation with large language models,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Robot behavior-tree-based task generation with large language models,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.105557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cb7dc35-aa8f-4da5-a924-6bb6ac515d00 · outbound

This paper cites The StarCraft Multi-Agent Challenge,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control The StarCraft Multi-Agent Challenge,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.108741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10e3e139-0d7b-400c-93a5-e5f126d76837 · outbound

This paper cites Monotonic Value Function Factorisation for Deep Multi- Agent Reinforcement Learning,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Monotonic Value Function Factorisation for Deep Multi- Agent Reinforcement Learning,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.111709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae9d1160-6093-4244-a342-5e9841bef370 · outbound

This paper cites The Surprising Effectiveness of PPO in Cooperative Multi-Agent Games,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control The Surprising Effectiveness of PPO in Cooperative Multi-Agent Games,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.115006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae0f0b79-b5cb-4bbd-8763-5383bc569aca · outbound

This paper cites SMACv2: An Improved Benchmark for Cooperative Multi-Agent Reinforcement Learning,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control SMACv2: An Improved Benchmark for Cooperative Multi-Agent Reinforcement Learning,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.118638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c658dae-76ce-4b1c-b61f-d0bbc7182f90 · outbound

This paper cites JaxMARL: Multi- Agent RL Environments in JAX,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control JaxMARL: Multi- Agent RL Environments in JAX,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.122201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44991500-3478-4385-980d-5329149b2a3e · outbound

This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Large Language Model based Multi-Agents: A Survey of Progress and Challenges,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.125605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0da4749b-dd7e-4742-99a3-405e22e202cf · outbound

This paper cites AgentCoord: Visually Exploring Coordination Strategy for LLM-based Multi-Agent Collaboration,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control AgentCoord: Visually Exploring Coordination Strategy for LLM-based Multi-Agent Collaboration,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.129165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4696a475-0733-4c9e-8887-7f3e1ca5af2b · outbound

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

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control LLM Multi-Agent Systems: Challenges and Open Problems,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.132666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46e286d7-6e27-42f8-8d09-0080f9ede6bf · outbound

This paper cites Negotiation and honesty in artificial intelligence methods for the board game of Diplomacy,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Negotiation and honesty in artificial intelligence methods for the board game of Diplomacy,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.136252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f4d704a-bcc6-450f-8b49-2455663b6012 · outbound

This paper cites BALROG: Benchmarking Agentic LLM and VLM Reasoning On Games,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control BALROG: Benchmarking Agentic LLM and VLM Reasoning On Games,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.139806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2c90cd5-e3bc-40e4-adfd-d413b1486859 · outbound

This paper cites LMAct: A Benchmark for In-Context Imitation Learning with Long Multimodal Demonstrations.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control LMAct: A Benchmark for In-Context Imitation Learning with Long Multimodal Demonstrations

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.143488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38349d0b-4702-4522-8619-9a28d200311d · outbound

This paper cites A little less conversation, a little more action, please: Investigating the physical common-sense of LLMs in a 3D embodied environment,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control A little less conversation, a little more action, please: Investigating the physical common-sense of LLMs in a 3D embodied environment,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.147413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de7465cb-1508-4c03-bc8b-fce52f478ccc · outbound

This paper cites CreDes: Causal Reasoning Enhancement and Dual-End Searching for Solving Long- Range Reasoning Problems using LLMs,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control CreDes: Causal Reasoning Enhancement and Dual-End Searching for Solving Long- Range Reasoning Problems using LLMs,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.150978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b10d4ca-5ad6-4e0b-87b0-a87e47bcb71a · outbound

This paper cites Under- standing the Weakness of Large Language Model Agents within a Com- plex Android Environment,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Under- standing the Weakness of Large Language Model Agents within a Com- plex Android Environment,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.154474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c38ec01-422d-4325-9d93-f3a93c7e23ec · outbound

This paper cites Towards Vision-Language Geo-Foundation Model: A Survey,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Towards Vision-Language Geo-Foundation Model: A Survey,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.157754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 096c78b3-2991-425b-af33-3f245a3e0684 · outbound

This paper cites Vision language models are blind,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Vision language models are blind,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.161251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8022da5b-cfb4-4053-8a29-67703c998142 · outbound

This paper cites JAX: composable transformations of Python+NumPy pro- grams,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control JAX: composable transformations of Python+NumPy pro- grams,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.164835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3727b295-f642-4fd7-9fa1-04a6c1edc3d5 · outbound

This paper cites (2025) Inkarnate – An online map-making platform.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control (2025) Inkarnate – An online map-making platform

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.168243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08a2dcf1-4632-4437-933d-e23e06ecc097 · outbound

This paper cites Theory-based approach for assessing cognitive load during time- critical resource-managing human–computer interactions: An eye- tracking study,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Theory-based approach for assessing cognitive load during time- critical resource-managing human–computer interactions: An eye- tracking study,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.171703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fe78808-7e05-4e7d-9b21-471e8f793846 · outbound

This paper cites Colledanchise and P.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Colledanchise and P

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.175124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 964e6356-8c0f-4e6a-8f51-162e8a871c04 · outbound

This paper cites GPT-4 Technical Report.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control GPT-4 Technical Report

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.178699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 951aaa1f-b1c7-4a60-bc7b-40b4db05774f · outbound

This paper cites The claude 3 model family: Opus, sonnet, haiku,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control The claude 3 model family: Opus, sonnet, haiku,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.182597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad9748f7-c88e-4f46-a079-e097fa9ab581 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Gemini: A Family of Highly Capable Multimodal Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.186045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5750d86-d63d-4487-981c-a624432be34b · outbound

This paper cites The Llama 3 Herd of Models.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control The Llama 3 Herd of Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.189759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe96085b-4705-4462-9b8e-5f73f43a9d69 · outbound

This paper cites Scaffolding Coordinates to Promote Vision-Language Coordination in Large Multi-Modal Models.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Scaffolding Coordinates to Promote Vision-Language Coordination in Large Multi-Modal Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.193478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65326ff4-12c5-4f48-9799-ebf2e52af946 · outbound

This paper cites A survey on llm-based code generation for low-resource and domain-specific programming languages,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control A survey on llm-based code generation for low-resource and domain-specific programming languages,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.197110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2408bab4-2380-438a-a04f-3196402e0b71 · outbound

This paper cites Evaluating Causal Reasoning Ca- pabilities of Large Language Models: A Systematic Analysis Across Three Scenarios,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Evaluating Causal Reasoning Ca- pabilities of Large Language Models: A Systematic Analysis Across Three Scenarios,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.200525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a820b18e-415b-405e-aa1d-adad22111949 · outbound

This paper cites Evaluating Mathematical Problem-Solving Abilities of Genera- tive AI Models: Performance Analysis of o1-preview and gpt-4o Using the Korean College Scholastic Ability Test,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Evaluating Mathematical Problem-Solving Abilities of Genera- tive AI Models: Performance Analysis of o1-preview and gpt-4o Using the Korean College Scholastic Ability Test,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.203659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a4a4a94-37a0-4105-8a7c-e863ca9588b7 · outbound

This paper cites Review of automatic text summarization techniques & methods,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Review of automatic text summarization techniques & methods,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.206770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbab8e1d-ac37-410a-b27f-a6b625e08022 · outbound

This paper cites An empirical study of the non-determinism of chatgpt in code generation,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control An empirical study of the non-determinism of chatgpt in code generation,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.209713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76595cac-b7ae-4f11-b83a-782dee3a89de · outbound

This paper cites Voyager: An Open-Ended Embodied Agent with Large Language Models.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Voyager: An Open-Ended Embodied Agent with Large Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.212594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c35f754-fe3d-41b5-9c90-62d24b21d2d5 · outbound

This paper cites PC-Agent: A Hierarchical Multi-Agent Collaboration Framework for Complex Task Automation on PC.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control PC-Agent: A Hierarchical Multi-Agent Collaboration Framework for Complex Task Automation on PC

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.215887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 354ddebe-e698-4f6a-a03d-4de482f7643f · outbound

This paper cites Geogpt: An assistant for understanding and processing geospatial tasks,.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Geogpt: An assistant for understanding and processing geospatial tasks,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.219412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c0b53d0-9fa4-4735-929a-a866456e0ccf · outbound

This paper cites Are large vision language models good game players?.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Are large vision language models good game players?

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.222745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e403a24f-1c09-4859-a482-62e0adf3789c · outbound

This paper cites BEGIN PLAN.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control BEGIN PLAN

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.226761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51796215-685f-4a05-9bb5-14b5bb9ce8ea · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.230658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a68d128-3715-4496-ae97-f2e8b9a6549f · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.234466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b18baf6f-eec6-4b3c-a6d6-78ba914b8a64 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 46

Resolution: parse uncertain; no resolver link, observed 2026-08-11T14:42:18.238064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e6d49a5-1578-4b06-b573-7498b37b4e5d · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 47

Resolution: parse uncertain; no resolver link, observed 2026-08-11T14:42:18.241871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 016f41c9-c9b9-41bf-afd4-4d5854133d1e · outbound

This paper cites ,→ ,→ ,→ ,→ The groups are spread out to cover the entire width of the map, ensuring no enemies can slip through.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control ,→ ,→ ,→ ,→ The groups are spread out to cover the entire width of the map, ensuring no enemies can slip through

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.245362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d004c59-c93f-44b5-8d18-0dcd902cdf6a · outbound

This paper cites ,→ ,→ ,→ Enemy forces are organized in three distinct groups:,→.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control ,→ ,→ ,→ Enemy forces are organized in three distinct groups:,→

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.248851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a032c6b2-7e90-4bb6-9276-4354b9b20c16 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-11T14:42:18.252339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bedc94bb-bc04-4f9b-adfe-27181af5124d · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.436424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bae0ec61-a928-4ca4-be16-c9f258c1f36b · outbound

This paper cites ,→ ,→ Strategic considerations:.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control ,→ ,→ Strategic considerations:

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:19.425513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cd9479fb-95eb-4a7c-9674-7e26ea764460 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.414864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e999815f-b5d8-4e4c-a304-3a19952dbc3f · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.404650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2d55984c-5db9-49e9-8b22-0b72aad546f6 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.394435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c2db1f73-b06f-4e6d-8b9f-71e8e29a69ca · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.384001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6201bfe5-422f-488f-a684-a170d81277fe · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.373100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9c0d885e-5b2d-4aa9-bcc2-4698bab8276d · outbound

This paper cites ,→ ,→ ,→ ,→.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control ,→ ,→ ,→ ,→

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:19.362734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 04675fb2-5953-4c46-8024-b56c6ed2a625 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.351353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c9cb0e4d-6f29-4212-b5c1-8023b96be2fd · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.340430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 54ea79c4-fca9-417e-a91e-a0f50b5fec42 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.330298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b8b890b1-d9f6-4206-a291-db02cebdcb01 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.319782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation db37eba7-5075-4b94-aa4a-eda099358058 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.307910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d10c1d4a-0e61-4602-a16b-258a4e94a193 · outbound

This paper cites Would you like to make any adjustments or proceed with this plan? ,→ ,→ ,→ ,→.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Would you like to make any adjustments or proceed with this plan? ,→ ,→ ,→ ,→

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:19.296762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e67c88a8-f285-4ed1-a2c6-9d861d892773 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.284316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7843c73a-3c58-4513-b6ff-e0350d8e4696 · outbound

This paper cites ::" node |.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control ::" node |

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:19.270581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 627e03bb-55ce-4e32-9cac-089705800eda · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.259318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 312b1aab-c62a-4a44-ac39-8503028527f0 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.247573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ea3d90ce-f1c3-47fa-8f45-df173b03cdff · outbound

This paper cites Judisiously place our long range units so that they are not in close combat.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Judisiously place our long range units so that they are not in close combat

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:19.237060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 39b0fa0d-ca46-45fc-9201-3ebbccecaa77 · outbound

This paper cites Judisiously place our long range units so that they protected by our close range units.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Judisiously place our long range units so that they protected by our close range units

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:19.225611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5765c620-9dc5-40fb-a4c1-a65af485fa76 · outbound

This paper cites Ensure to place our long range units so that they are not in close combat.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Ensure to place our long range units so that they are not in close combat

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:19.214307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3ddfe783-7a64-45f6-a14f-8d7299e659e4 · outbound

This paper cites Make sure to place our long range units so that they in far range of the enemies.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Make sure to place our long range units so that they in far range of the enemies

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:19.203283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 137f717e-7a27-4116-b073-d3c76c76b84a · outbound

This paper cites Ensure to place our archers so that they protected by our close range units.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Ensure to place our archers so that they protected by our close range units

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:19.191652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 489c6ad0-0f5c-4ec3-8a4a-0e397d283851 · outbound

This paper cites Ensure to place our archers so that they in far range of the enemies.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Ensure to place our archers so that they in far range of the enemies

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:19.179681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a114c25e-6a96-41ec-846a-a836f7eae6a5 · outbound

This paper cites Make sure to place our archers so that they are not in close combat.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Make sure to place our archers so that they are not in close combat

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:19.168635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b415dbab-1d77-487b-9e42-d4fed760813e · outbound

This paper cites Make sure to place our long range units so that they protected by our close range units.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Make sure to place our long range units so that they protected by our close range units

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:19.157108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d8bbef6c-78da-4665-a6da-df87ae8709fe · outbound

This paper cites Judisiously place our archers so that they in far range of the enemies.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Judisiously place our archers so that they in far range of the enemies

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:19.145894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6ef0b407-cfe2-4cfd-bb9f-9301e4f28c00 · outbound

This paper cites Make sure to place our archers so that they in far range of the enemies.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Make sure to place our archers so that they in far range of the enemies

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:19.135171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c330bca6-ce09-4e66-8e42-36ad50264c5b · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 79

Resolution: parse uncertain; raw_fallback, observed 2026-08-11T14:42:19.123786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2a04f32c-344f-4e24-b92f-9b1a5a6bea6b · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.113535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 36ef9e23-84bf-4e38-a466-43955101d1d9 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.103510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cb49f32b-0525-4bb2-802a-b39688ab299d · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.092972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dbd48a1f-6177-4b9d-b13c-64faaf3f1bef · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.082453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0fde7b77-7ee5-496b-856c-adf63fc225c7 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.071910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e1e38701-4ab7-43a0-a101-ae7dc848b6e3 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.061584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b785421d-99cd-4a43-a78e-f6e3e455489e · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.050540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fce8c2dd-dc8d-4b7b-bd32-ea578f2a2b9c · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.039379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 990b1095-9997-4590-b92b-2176c9c77bcc · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.029018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4badb72b-2bcc-41bf-a818-46c0f20cadfb · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.018044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 21ef21fe-6713-4b4a-bcc0-50929347c72c · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:19.006875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b3a2ab50-f7f5-45ea-8d67-9164f65d1d81 · outbound

This paper cites ,→ ,→ ,→.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control ,→ ,→ ,→

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:18.996241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e16af3b8-9dfe-41ac-bacc-7c82f5d62241 · outbound

This paper cites ,→ ,→ ,→.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control ,→ ,→ ,→

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:18.985533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 800c53fb-6637-4bf4-949e-2c6125710b4a · outbound

This paper cites ,→ ,→ ,→.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control ,→ ,→ ,→

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:18.974514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5a7b8ef0-ed70-4115-958a-efcf8117d040 · outbound

This paper cites ,→ ,→ ,→.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control ,→ ,→ ,→

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:18.963500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation de3d3a69-9b81-42c7-88fd-cebacd90d3a5 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:18.953133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e9dd2eda-060b-46d1-9a74-2e095eba04c6 · outbound

This paper cites ,→ ,→ ,→.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control ,→ ,→ ,→

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:18.942874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3f4e7caf-12f2-4761-8db9-bf645f33d4f1 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 97

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:18.932008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a42c5f01-d745-420f-8c53-4f5687951128 · outbound

This paper cites ,→ ,→ ,→.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control ,→ ,→ ,→

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:18.920251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation aa287da8-5f19-4625-9831-485bb8da9fc1 · outbound

This paper cites an unresolved cited work.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control Unresolved cited work

Reference 99

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:42:18.909385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 65b46785-d5f1-4498-baa8-3c2b5554de0c · outbound

This paper cites ,→ ,→ ,→.

Harnessing Language for Coordination: A Framework and Benchmark for LLM-Driven Multi-Agent Control ,→ ,→ ,→

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:42:18.898677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers