Pith Number

pith:7NIASTRE

pith:2024:7NIASTREYX5HEQDAXVTPIQJW3E

not attested not anchored not stored refs pending

Combating Multimodal LLM Hallucination via Bottom-Up Holistic Reasoning

Hao Fei, Liangming Pan, Shengqiong Wu, Shuicheng Yan, Tat-Seng Chua, William Yang Wang

arxiv:2412.11124 v2 · 2024-12-15 · 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{7NIASTREYX5HEQDAXVTPIQJW3E}

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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

Agentic Learner with Grow-and-Refine Multimodal Semantic Memory

Hallucination of Multimodal Large Language Models: A Survey

Receipt and verification

First computed	2026-07-05T09:52:41.902371Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb50094e24c5fa724060bd66f44136d930f1bf21e5f52794e31358f53b1c223b

Aliases

arxiv: 2412.11124 · arxiv_version: 2412.11124v2 · doi: 10.48550/arxiv.2412.11124 · pith_short_12: 7NIASTREYX5H · pith_short_16: 7NIASTREYX5HEQDA · pith_short_8: 7NIASTRE

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/7NIASTREYX5HEQDAXVTPIQJW3E \
  | 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: fb50094e24c5fa724060bd66f44136d930f1bf21e5f52794e31358f53b1c223b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3025c4b12dd58033e2ffc0f0c4ca75220b828f660234ebd466a92d58b3d25d8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-15T09:10:46Z",
    "title_canon_sha256": "bcc3b264b17ad573f8176dd6fc6d01ab30738477719cd1f6032924f15d58aba1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11124",
    "kind": "arxiv",
    "version": 2
  }
}