Pith Number

pith:QG6TEYRP

pith:2024:QG6TEYRP5YLMSG2PV4UYE2C6G4

not attested not anchored not stored refs pending

Interpreting and Mitigating Hallucination in MLLMs through Multi-agent Debate

Yinghui Xu, Zheng Lin, Zhenxing Niu, Zhibin Wang

arxiv:2407.20505 v1 · 2024-07-30 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QG6TEYRP5YLMSG2PV4UYE2C6G4}

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

2 papers in Pith

ContextCov: Deriving and Enforcing Executable Constraints from Agent Instruction Files

Hallucination of Multimodal Large Language Models: A Survey

Receipt and verification

First computed	2026-07-05T08:49:59.145500Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81bd32622fee16c91b4faf2982685e3730b9d9baafb50f77a2d0b3d3d7e6c120

Aliases

arxiv: 2407.20505 · arxiv_version: 2407.20505v1 · doi: 10.48550/arxiv.2407.20505 · pith_short_12: QG6TEYRP5YLM · pith_short_16: QG6TEYRP5YLMSG2P · pith_short_8: QG6TEYRP

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/QG6TEYRP5YLMSG2PV4UYE2C6G4 \
  | 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: 81bd32622fee16c91b4faf2982685e3730b9d9baafb50f77a2d0b3d3d7e6c120

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42deeffc300461318f6c8c85aba55ec3c6bccfaa3d1b10e48ab1e62aa0a31812",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-07-30T02:41:32Z",
    "title_canon_sha256": "e01475b2eee1f7bc57ac03976a52e63ffd5a1b60384e8012cc3800d0ac3ab870"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.20505",
    "kind": "arxiv",
    "version": 1
  }
}