pith. sign in
Pith Number

pith:P6XAGWUN

pith:2023:P6XAGWUNFY36QJ3JQDYMDE4JWS
not attested not anchored not stored refs resolved

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Bernard Ghanem, Dmitrii Khizbullin, Guohao Li, Hani Itani, Hasan Abed Al Kader Hammoud

Role-playing with inception prompting lets language models form cooperative agent teams that complete complex tasks with minimal human guidance.

arxiv:2303.17760 v2 · 2023-03-31 · cs.AI · cs.CL · cs.CY · cs.LG · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{P6XAGWUNFY36QJ3JQDYMDE4JWS}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp
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 approach involves using inception prompting to guide chat agents toward task completion while maintaining consistency with human intentions.

C2weakest assumption

That large language models will reliably maintain assigned roles and produce coherent, on-task responses across extended multi-turn conversations without external correction or drift.

C3one line summary

CAMEL proposes a role-playing framework with inception prompting that enables autonomous multi-agent cooperation among LLMs and generates conversational data for studying their behaviors.

References

137 extracted · 137 resolved · 27 Pith anchors

[1] Imitating interactive intelligence 2020
[2] Do as i can, not as i say: Grounding language in robotic affordances 2022
[3] Language models as agent models 2022
[4] Alignment-based compositional semantics for instruction following 2015
[5] Introducing claude 2023

Formal links

2 machine-checked theorem links

Cited by

42 papers in Pith

Receipt and verification
First computed 2026-05-18T02:50:49.720501Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7fae035a8d2e37e8276980f0c19389b483d7cd78262fdef824373b1f75701359

Aliases

arxiv: 2303.17760 · arxiv_version: 2303.17760v2 · doi: 10.48550/arxiv.2303.17760 · pith_short_12: P6XAGWUNFY36 · pith_short_16: P6XAGWUNFY36QJ3J · pith_short_8: P6XAGWUN
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/P6XAGWUNFY36QJ3JQDYMDE4JWS \
  | 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: 7fae035a8d2e37e8276980f0c19389b483d7cd78262fdef824373b1f75701359
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e2a3cd31ade34ccb54bb37a9887987c80a0f1b148ff8085994116eb93e44c839",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CY",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-03-31T01:09:00Z",
    "title_canon_sha256": "ac20e0aa0da9dce499f4db8959fa5c1d6f0d726115999329a6b90de1fda5045d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.17760",
    "kind": "arxiv",
    "version": 2
  }
}