Pith Number

pith:5O3YO44E

pith:2024:5O3YO44EB6L25ZIWLRSUS3XHJU

not attested not anchored not stored refs pending

Multi-Dimensional Insights: Benchmarking Real-World Personalization in Large Multimodal Models

Guanting Dong, Honggang Zhang, Peiqing Yang, Qiuna Tan, Runqi Qiao, Shanglin Lei, Xiaofei Wang, Xiaoshuai Song, Yadong Xue, Ye Tian, Yifan Zhang, Zhe Wei, Zhuoma Gongque

arxiv:2412.12606 v1 · 2024-12-17 · cs.AI · cs.CL · 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{5O3YO44EB6L25ZIWLRSUS3XHJU}

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	2026-07-05T09:50:17.823797Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ebb78773840f97aee5165c65496ee74d1886bc243ca62520989c9385b2942d38

Aliases

arxiv: 2412.12606 · arxiv_version: 2412.12606v1 · doi: 10.48550/arxiv.2412.12606 · pith_short_12: 5O3YO44EB6L2 · pith_short_16: 5O3YO44EB6L25ZIW · pith_short_8: 5O3YO44E

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/5O3YO44EB6L25ZIWLRSUS3XHJU \
  | 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: ebb78773840f97aee5165c65496ee74d1886bc243ca62520989c9385b2942d38

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52279b896a1009977e0771ccab5bbcfb6e929b945dcc586a03cba6799652276e",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-17T07:06:10Z",
    "title_canon_sha256": "72932979ae453c383c06ed55f0eeb053ed31ca32314892172126e5894e532290"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12606",
    "kind": "arxiv",
    "version": 1
  }
}