Pith Number

pith:W7CFVEO2

pith:2023:W7CFVEO2ERVEZ2GB7KWYLBTNSC

not attested not anchored not stored refs resolved

AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors

Chenfei Yuan, Cheng Yang, Chen Qian, Chi-Min Chan, Heyang Yu, Jie Zhou, Jingwei Zuo, Maosong Sun, Ruobing Xie, Weize Chen, Xin Cong, Yaxi Lu, Yi-Hsin Hung, Yujia Qin, Yusheng Su, Zhiyuan Liu

Multi-agent groups powered by LLMs outperform single agents by dynamically adjusting their composition and interactions.

arxiv:2308.10848 v3 · 2023-08-21 · cs.CL

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\usepackage{pith}
\pithnumber{W7CFVEO2ERVEZ2GB7KWYLBTNSC}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Claims

C1strongest claim

Our experiments demonstrate that AgentVerse framework can effectively deploy multi-agent groups that outperform a single agent. Furthermore, we delve into the emergence of social behaviors among individual agents within a group during collaborative task accomplishment.

C2weakest assumption

The assumption that dynamic adjustment of group composition and collaboration mechanisms reliably produce superior performance and controllable emergent behaviors, as specific implementation details, baselines, and controls are not provided in the abstract.

C3one line summary

AgentVerse enables dynamic multi-agent collaboration among LLM agents to outperform single agents while revealing emergent social behaviors during task completion.

References

100 extracted · 100 resolved · 1 Pith anchors

[1] Improving Factuality and Reasoning in Language Models through Multiagent Debate 1998 · doi:10.48550/arxiv.2305.14325

[2] ’Heat Waves’ by Glass Animals

[3] ’We Don’t Talk About Bruno’ by Carolina Gaitan, Mauro Castillo, Adassa, Rhenzy Feliz, Diane Guerrero, Stephanie Beatriz & Encanto Cast

[4] ’Super Gremlin’ by Kodak Black

[5] ’Slime You Out’ by Drake Featuring SZA

Formal links

2 machine-checked theorem links

Cited by

33 papers in Pith

ARM: Discovering Agentic Reasoning Modules for Generalizable Multi-Agent Systems

Mechanism Plausibility in Generative Agent-Based Modeling

Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits

A Methodology for Selecting and Composing Runtime Architecture Patterns for Production LLM Agents

From Standalone LLMs to Integrated Intelligence: A Survey of Compound Al Systems

Receipt and verification

First computed	2026-05-17T23:38:50.377769Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7c45a91da246a4ce8c1faad85866d90a4a661d6b5493190b0c4767ca2b79085

Aliases

arxiv: 2308.10848 · arxiv_version: 2308.10848v3 · doi: 10.48550/arxiv.2308.10848 · pith_short_12: W7CFVEO2ERVE · pith_short_16: W7CFVEO2ERVEZ2GB · pith_short_8: W7CFVEO2

Agent API

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/W7CFVEO2ERVEZ2GB7KWYLBTNSC \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: b7c45a91da246a4ce8c1faad85866d90a4a661d6b5493190b0c4767ca2b79085

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70c74d16e2fd5b7a25c01c207936b87016113dcded273ab88a6cf6009f2a7228",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-21T16:47:11Z",
    "title_canon_sha256": "82781864227db3d7a6ef8b3c6d4ad3a4a3e84dff18dfbf00487d64314fbb4038"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.10848",
    "kind": "arxiv",
    "version": 3
  }
}