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Pith Number

pith:CF7KDLYR

pith:2025:CF7KDLYRY254RNCRQGMVKYVCJS
not attested not anchored not stored refs pending

Unveiling Trust in Multimodal Large Language Models: Evaluation, Analysis, and Mitigation

Chang Liu, Hang Su, Huanran Chen, Jun Zhu, Xiao Yang, Xingxing Wei, Yao Huang, Yichi Zhang, Yifan Wang, Yinpeng Dong, Yitong Sun, Zhengwei Fang, Zhe Zhao

arxiv:2508.15370 v1 · 2025-08-21 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CF7KDLYRY254RNCRQGMVKYVCJS}

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.
Receipt and verification
First computed 2026-07-05T11:57:11.106233Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

117ea1af11c6bbc8b45181995562a24cb3d93c7becce4b06936941536d587c28

Aliases

arxiv: 2508.15370 · arxiv_version: 2508.15370v1 · doi: 10.48550/arxiv.2508.15370 · pith_short_12: CF7KDLYRY254 · pith_short_16: CF7KDLYRY254RNCR · pith_short_8: CF7KDLYR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CF7KDLYRY254RNCRQGMVKYVCJS \
  | 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: 117ea1af11c6bbc8b45181995562a24cb3d93c7becce4b06936941536d587c28
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d666ce0ec3101fc6f9f27a5d8f3fcdae6640e3362152c4325780badb816a3c99",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-21T09:00:01Z",
    "title_canon_sha256": "c612d410713c68f39c57c660c4526759fa74c47dc01c817e06ae1ff7260b9017"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.15370",
    "kind": "arxiv",
    "version": 1
  }
}