Pith Number

pith:ANJLWVU3

pith:2023:ANJLWVU3ITETA4TQ4N7WZKEOVE

not attested not anchored not stored refs pending

Should we be going MAD? A Look at Multi-Agent Debate Strategies for LLMs

Andries Smit, Arnu Pretorius, Nathan Grinsztajn, Paul Duckworth, Thomas D. Barrett

arxiv:2311.17371 v3 · 2023-11-29 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ANJLWVU3ITETA4TQ4N7WZKEOVE}

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.

Cited by

8 papers in Pith

To Isolate or to Score? Model-Adaptive Assessment for Cost-Efficient Multi-Agent RAG

MARGIN: Runtime Confidence Calibration for Multi-Agent Foundation Model Coordination

Learning from Self-Debate: Preparing Reasoning Models for Multi-Agent Debate

Representational Collapse in Multi-Agent LLM Committees: Measurement and Diversity-Aware Consensus

Receipt and verification

First computed	2026-07-05T08:45:23.611046Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0352bb569b44c9307270e37f6ca88ea929f0a623110384bcafc035bec5fc815f

Aliases

arxiv: 2311.17371 · arxiv_version: 2311.17371v3 · doi: 10.48550/arxiv.2311.17371 · pith_short_12: ANJLWVU3ITET · pith_short_16: ANJLWVU3ITETA4TQ · pith_short_8: ANJLWVU3

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/ANJLWVU3ITETA4TQ4N7WZKEOVE \
  | 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: 0352bb569b44c9307270e37f6ca88ea929f0a623110384bcafc035bec5fc815f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "58df7925302f82a5ab50302d214440720abe36769116bac629bedc4345b1b4e1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-29T05:54:41Z",
    "title_canon_sha256": "9187be730c7194e7873f35430a2b7f3d0141912e7c64defe9e25fd0def5560d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.17371",
    "kind": "arxiv",
    "version": 3
  }
}