Pith Number

pith:VBYH3THJ

pith:2024:VBYH3THJDLFVKAXZVC53QFJH2T

not attested not anchored not stored refs pending

Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Chen Qian, Dongrui Liu, Hui Xiong, Jiahao Huo, Jie Zhang, Jing Shao, Kaichen Huang, Kun Wang, Mengxi Gao, Sirui Huang, Xuming Hu, Yibo Yan, Yong Liu, Yunkai Dang

arxiv:2412.02104 v1 · 2024-12-03 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VBYH3THJDLFVKAXZVC53QFJH2T}

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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

7 papers in Pith

3D-CBM: A Framework for Concept-Based Interpretability in Generative 3D Modeling

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning

Explicit Logic Channel for Validation and Enhancement of MLLMs on Zero-Shot Tasks

Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions

ProjLens: Unveiling the Role of Projectors in Multimodal Model Safety

Receipt and verification

First computed	2026-07-05T09:43:44.065414Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8707dcce91acb5502f9a8bbb81527d4d2d59b047479ae1253b47e84c2ff83c7

Aliases

arxiv: 2412.02104 · arxiv_version: 2412.02104v1 · doi: 10.48550/arxiv.2412.02104 · pith_short_12: VBYH3THJDLFV · pith_short_16: VBYH3THJDLFVKAXZ · pith_short_8: VBYH3THJ

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/VBYH3THJDLFVKAXZVC53QFJH2T \
  | 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: a8707dcce91acb5502f9a8bbb81527d4d2d59b047479ae1253b47e84c2ff83c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd181815c623ff0f0aaedecb81964b93f5df6c9d8944956fa8b5cc26dff6c72b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-03T02:54:31Z",
    "title_canon_sha256": "6f44ad61054ea5f23bd45245230649321ac0b8dd697467cea8cd6555dffcb3ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02104",
    "kind": "arxiv",
    "version": 1
  }
}