Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:21:52.132340Z
Paper Citation Record · LEDGER
Why do AI agents communicate in human language?
As of 9 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 1 inbound Pith citation observation for arXiv:2506.02739.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-10T11:45:23.630939Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-10T11:50:20.751960Z
Reference resolution
58 of 58 outbound references displayed
- verified exact2
- verified fuzzy29
- unresolved27
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation c3b3f77a-2c2f-4bb5-93d8-9ec70a8a4635 · outbound
This paper cites Multi-agent collaboration in ai: Enhancing software development with autonomous llms,.
Why do AI agents communicate in human language? Multi-agent collaboration in ai: Enhancing software development with autonomous llms,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:57.614139Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e926a1c4-5cb6-4dd8-b15f-df8ce6e53179 · outbound
This paper cites Ai agents: from co-pilot to autopilot,.
Why do AI agents communicate in human language? Ai agents: from co-pilot to autopilot,
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:57.457858Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 09d9a014-ba88-4707-83a2-21985ee86944 · outbound
This paper cites Large Language Models for Multi-Robot Systems: A Survey.
Why do AI agents communicate in human language? Large Language Models for Multi-Robot Systems: A Survey
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:48.065201Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72a28e51-f859-439e-9794-e39d1cafeb84 · outbound
This paper cites What is a multi-agent system,.
Why do AI agents communicate in human language? What is a multi-agent system,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:57.323531Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 17e556a0-6fdc-4590-afa6-378607c51d26 · outbound
This paper cites Multi-agent system — wikipedia, the free encyclopedia,.
Why do AI agents communicate in human language? Multi-agent system — wikipedia, the free encyclopedia,
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:57.179337Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d3a1fd75-674a-4114-a500-8515a6c2ba80 · outbound
This paper cites Llms for multi-agent cooperation,.
Why do AI agents communicate in human language? Llms for multi-agent cooperation,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:57.014742Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5afcc301-28d0-4c0b-a69b-ca8fdb8acd15 · outbound
This paper cites A survey of agent interoperability protocols: Model Context Protocol (MCP), Agent Communication Protocol (ACP), Agent-to-Agent Protocol (A2A), and Agent Network Protocol (ANP).
Why do AI agents communicate in human language? A survey of agent interoperability protocols: Model Context Protocol (MCP), Agent Communication Protocol (ACP), Agent-to-Agent Protocol (A2A), and Agent Network Protocol (ANP)
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:48.551819Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61641710-de82-4eb5-850a-70e3e66c0608 · outbound
This paper cites Announcing the agent2agent proto- col (a2a),.
Why do AI agents communicate in human language? Announcing the agent2agent proto- col (a2a),
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:56.829126Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c6afdd7d-5651-4f20-9c4d-7745af02a40f · outbound
This paper cites Introducing the model context protocol,.
Why do AI agents communicate in human language? Introducing the model context protocol,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:56.641694Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d8333284-98b0-4c93-8bbf-8159ae027592 · outbound
This paper cites A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems.
Why do AI agents communicate in human language? A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:48.840660Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4469f0bd-085f-4b5c-9e86-13c783fa15fb · outbound
This paper cites Multi-agent conversation framework: Autogen 0.2 documentation,.
Why do AI agents communicate in human language? Multi-agent conversation framework: Autogen 0.2 documentation,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:56.456967Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c431530b-d379-403c-b71a-c591650d1e17 · outbound
This paper cites Continuum-Interaction-Driven Intelligence: Human-Aligned Neural Architecture via Crystallized Reasoning and Fluid Generation.
Why do AI agents communicate in human language? Continuum-Interaction-Driven Intelligence: Human-Aligned Neural Architecture via Crystallized Reasoning and Fluid Generation
Reference 12
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T11:21:52.645241Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 46437568-694c-4cd8-b43e-5473bfe7bdc6 · outbound
This paper cites Evaluating llm-based agents for multi-turn conversations: A survey,.
Why do AI agents communicate in human language? Evaluating llm-based agents for multi-turn conversations: A survey,
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:49.109349Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de41d66f-6a8a-4b83-9f66-cc8ffbbae9e8 · outbound
This paper cites LLMs Get Lost In Multi-Turn Conversation.
Why do AI agents communicate in human language? LLMs Get Lost In Multi-Turn Conversation
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:49.201309Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65dc1a8c-10a7-44ed-bd46-9109725e2357 · outbound
This paper cites LLM Multi-Agent Systems: Challenges and Open Problems.
Why do AI agents communicate in human language? LLM Multi-Agent Systems: Challenges and Open Problems
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:49.287338Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc6ae3b7-8d08-40d1-b3c5-eecd449a56c2 · outbound
This paper cites Why autogpt fails and how to fix it,.
Why do AI agents communicate in human language? Why autogpt fails and how to fix it,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:56.287744Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0f7dd652-a507-4a10-b411-4e7d9e68059b · outbound
This paper cites Agentverse vs. autogpt: Comparing ai agent development platforms,.
Why do AI agents communicate in human language? Agentverse vs. autogpt: Comparing ai agent development platforms,
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:56.076365Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ec320812-7062-4e4d-a329-a230a934d524 · outbound
This paper cites Why Do Multi-Agent LLM Systems Fail?.
Why do AI agents communicate in human language? Why Do Multi-Agent LLM Systems Fail?
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:49.492875Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f065c39b-f19b-499f-91e6-fe61124a1dbd · outbound
This paper cites Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems.
Why do AI agents communicate in human language? Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:49.544808Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3acbf945-30e7-4c05-a090-33cf8ebce874 · outbound
This paper cites Language models don’t always say what they think: Unfaithful explanations in chain- of-thought prompting,.
Why do AI agents communicate in human language? Language models don’t always say what they think: Unfaithful explanations in chain- of-thought prompting,
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:49.609816Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d658fca0-f320-4b32-9929-f9116c6da8c0 · outbound
This paper cites Reasoning Models Don't Always Say What They Think.
Why do AI agents communicate in human language? Reasoning Models Don't Always Say What They Think
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:49.677629Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8efab55-a054-434d-8ef5-7b8c02e87b1a · outbound
This paper cites Fake Alignment: Are LLMs Really Aligned Well?.
Why do AI agents communicate in human language? Fake Alignment: Are LLMs Really Aligned Well?
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:49.757309Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09d3930e-09b7-40a2-9830-d2d0dd6417f1 · outbound
This paper cites Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems.
Why do AI agents communicate in human language? Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:49.832266Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e25ace90-1712-436a-b87e-c2b5c2d5c3c0 · outbound
This paper cites Multi-agent ai: Performance metrics & evaluation frameworks,.
Why do AI agents communicate in human language? Multi-agent ai: Performance metrics & evaluation frameworks,
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:55.878927Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8f569b72-e2b4-41c3-b780-92c86c9989c4 · outbound
This paper cites Emergence of grounded compositional language in multi-agent populations,.
Why do AI agents communicate in human language? Emergence of grounded compositional language in multi-agent populations,
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:55.690365Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5a97bfba-1a12-4319-86f6-ba8c50449a04 · outbound
This paper cites Information theory as a bridge between language function and language form,.
Why do AI agents communicate in human language? Information theory as a bridge between language function and language form,
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:55.505472Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 639f732b-4d79-4b1e-8383-7affd985c2c5 · outbound
This paper cites Multi-agent communica- tion meets natural language: Synergies between functional and structural language learning,.
Why do AI agents communicate in human language? Multi-agent communica- tion meets natural language: Synergies between functional and structural language learning,
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:55.317303Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c3cde55f-4d3c-4e95-acf4-e832de385811 · outbound
This paper cites Position: Towards a Responsible LLM-empowered Multi-Agent Systems.
Why do AI agents communicate in human language? Position: Towards a Responsible LLM-empowered Multi-Agent Systems
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:50.217084Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48b78909-2242-47e1-9d0b-60626c9fd9c7 · outbound
This paper cites Beyond Self-Talk: A Communication-Centric Survey of LLM-Based Multi-Agent Systems.
Why do AI agents communicate in human language? Beyond Self-Talk: A Communication-Centric Survey of LLM-Based Multi-Agent Systems
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:50.321457Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de1c2e61-71e8-4cf2-98fb-6004577ba554 · outbound
This paper cites Camel: Communicative agents for.
Why do AI agents communicate in human language? Camel: Communicative agents for
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:55.073977Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a174a101-893e-474a-ac86-2c876212571f · outbound
This paper cites Crewai: A multi-agent orchestration frame- work for llm agents,.
Why do AI agents communicate in human language? Crewai: A multi-agent orchestration frame- work for llm agents,
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:54.927835Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 44642b64-70b0-42e9-84ca-3dfe3d99621f · outbound
This paper cites TradingAgents: Multi-Agents LLM Financial Trading Framework.
Why do AI agents communicate in human language? TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:50.558838Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f62e6712-6c56-4e51-b6af-d5e82514b007 · outbound
This paper cites A Multi-Agent Dual Dialogue System to Support Mental Health Care Providers.
Why do AI agents communicate in human language? A Multi-Agent Dual Dialogue System to Support Mental Health Care Providers
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:50.642923Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7cb0767-c25c-4560-9596-674158d70a9c · outbound
This paper cites Simulating Classroom Education with LLM-Empowered Agents.
Why do AI agents communicate in human language? Simulating Classroom Education with LLM-Empowered Agents
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:50.688500Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8992b0d-f3c7-40d5-bf6c-31d5fbcc44c1 · outbound
This paper cites Chain-of-thought prompting elicits reasoning in large language models,.
Why do AI agents communicate in human language? Chain-of-thought prompting elicits reasoning in large language models,
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:50.767120Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e7e4bcb-13c3-455b-a849-6d5b7771d231 · outbound
This paper cites Augmented Language Models: a Survey.
Why do AI agents communicate in human language? Augmented Language Models: a Survey
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:50.834979Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9fd71e1-5b8f-4765-aa53-d85434faee01 · outbound
This paper cites Reflex- ion: Language agents with verbal reinforcement learning,.
Why do AI agents communicate in human language? Reflex- ion: Language agents with verbal reinforcement learning,
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:50.941443Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b2e5d1f-d26a-4ccd-82ef-2673333f5bdd · outbound
This paper cites Kqml as an agent communication language,.
Why do AI agents communicate in human language? Kqml as an agent communication language,
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:54.768601Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ed1e805f-dcca-4d54-a9c7-4743d1e0fd6b · outbound
This paper cites Fipa communicative act library specification,.
Why do AI agents communicate in human language? Fipa communicative act library specification,
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:54.611026Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d01b98c0-7586-4cb6-94a7-607f66907438 · outbound
This paper cites Wooldridge,An introduction to multiagent systems.
Why do AI agents communicate in human language? Wooldridge,An introduction to multiagent systems
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:51.212871Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bacf0d2c-9e46-45d1-a0da-cde1d18cebcd · outbound
This paper cites Learning to communicate with deep multi-agent reinforcement learning,.
Why do AI agents communicate in human language? Learning to communicate with deep multi-agent reinforcement learning,
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:51.292907Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81004911-762d-4c79-bc16-99904eed66d7 · outbound
This paper cites Emergent Multi-Agent Communication in the Deep Learning Era.
Why do AI agents communicate in human language? Emergent Multi-Agent Communication in the Deep Learning Era
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:51.365792Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06f6647f-6153-41e9-820d-0027cef02ec2 · outbound
This paper cites On the pitfalls of measuring emergent communication,.
Why do AI agents communicate in human language? On the pitfalls of measuring emergent communication,
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:54.407432Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8ed14299-0db3-48f7-bff9-163793f08d5c · outbound
This paper cites Natural language does not emerge ‘naturally’in multi-agent dialog,.
Why do AI agents communicate in human language? Natural language does not emerge ‘naturally’in multi-agent dialog,
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:54.189991Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5ce7f1ac-c3ea-4d97-94c8-49f16c863312 · outbound
This paper cites Multitasking inhibits semantic drift,.
Why do AI agents communicate in human language? Multitasking inhibits semantic drift,
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:53.969171Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a2b687ee-bf56-40ab-8495-3fd76dd7c979 · outbound
This paper cites Comparing agent communication languages and protocols: Choosing the right framework for multi-agent systems,.
Why do AI agents communicate in human language? Comparing agent communication languages and protocols: Choosing the right framework for multi-agent systems,
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:53.759486Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation eda75a5d-4d05-4288-8251-4fa17f2c9c74 · outbound
This paper cites Cooperate or collapse: Emergence of sustainable coop- eration in a society of llm agents,.
Why do AI agents communicate in human language? Cooperate or collapse: Emergence of sustainable coop- eration in a society of llm agents,
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:53.552965Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 81484a12-8ad4-4dc0-80e4-ebf90cfa4364 · outbound
This paper cites LLM-Based Human-Agent Collaboration and Interaction Systems: A Survey.
Why do AI agents communicate in human language? LLM-Based Human-Agent Collaboration and Interaction Systems: A Survey
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:51.649548Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6153627-b13b-4ee5-9863-30fcaf228c69 · outbound
This paper cites Are Multiagent Systems Resilient to Communication Failures?.
Why do AI agents communicate in human language? Are Multiagent Systems Resilient to Communication Failures?
Reference 49
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T11:21:52.283327Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation fb8011b9-1ded-437b-ae0c-68d1b58b53b2 · outbound
This paper cites Idiosyncrasies in Large Language Models.
Why do AI agents communicate in human language? Idiosyncrasies in Large Language Models
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:51.750624Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c940ec4-4420-4cb8-b892-9c8d7670e52d · outbound
This paper cites AutoGPT+P: Affordance-based Task Planning with Large Language Models.
Why do AI agents communicate in human language? AutoGPT+P: Affordance-based Task Planning with Large Language Models
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:51.793075Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4e0657c-e3eb-4be4-aa50-4a4d862006ff · outbound
This paper cites The symbol grounding problem,.
Why do AI agents communicate in human language? The symbol grounding problem,
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:53.446584Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a3c9c1e4-8877-408a-9a5b-50311b48340d · outbound
This paper cites Linguistic generalization and compositionality in modern artificial neural networks,.
Why do AI agents communicate in human language? Linguistic generalization and compositionality in modern artificial neural networks,
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:53.276978Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8411cf1d-c231-4412-99f3-fcb23de87322 · outbound
This paper cites How language model hallucinations can snowball,.
Why do AI agents communicate in human language? How language model hallucinations can snowball,
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:53.166159Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6a7e6a4f-392e-4234-93fc-be065600f6fe · outbound
This paper cites Agentic ai: A complete guide to autonomous ai agents,.
Why do AI agents communicate in human language? Agentic ai: A complete guide to autonomous ai agents,
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:53.027533Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 92655727-d3eb-45f1-a31e-8fee83c3fe9b · outbound
This paper cites Auto-gpt performance: Issue #5190,.
Why do AI agents communicate in human language? Auto-gpt performance: Issue #5190,
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:52.894755Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 60a75ea9-7c49-4941-a657-79923d5c9b12 · outbound
This paper cites Monotonic value function factorisation for deep multi- agent reinforcement learning,.
Why do AI agents communicate in human language? Monotonic value function factorisation for deep multi- agent reinforcement learning,
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:21:52.088488Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97d40a46-7742-4749-8029-dcd16eedf2f2 · outbound
This paper cites Graph-based multi- agent reinforcement learning for large-scale uavs swarm system control,.
Why do AI agents communicate in human language? Graph-based multi- agent reinforcement learning for large-scale uavs swarm system control,
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:21:52.760952Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Pith citing papers
Observation 9f638cf0-941b-43fc-b20b-21ca0f9de5fb · inbound
CBCL: Safe Self-Extending Agent Communication cites this paper.
CBCL: Safe Self-Extending Agent Communication Why do AI agents communicate in human language?
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T11:50:20.755652Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.