Pith Number

pith:ZXYIHMW7

pith:2024:ZXYIHMW7N6LJ7422FEWDUZAO2I

not attested not anchored not stored refs pending

Boosting Private Domain Understanding of Efficient MLLMs: A Tuning-free, Adaptive, Universal Prompt Optimization Framework

Bolin Li, Fangxun Shu, Hao Cheng, Hao Jiang, Haoyuan Li, Jiang Liu, Jinghao Wei, Juncheng Li, Siliang Tang, Tao Zhong, Tianwei Lin, Wanggui He, Wenqiao Zhang, Yueting Zhuang, Zhelun Yu, Zheqi Lv

arxiv:2412.19684 v2 · 2024-12-27 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZXYIHMW7N6LJ7422FEWDUZAO2I}

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

1 paper in Pith

T2I-FactualBench: Benchmarking the Factuality of Text-to-Image Models with Knowledge-Intensive Concepts

Receipt and verification

First computed	2026-07-05T10:15:24.159500Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cdf083b2df6f969ff35a292c3a640ed20f0c4e929a0c56f6324941a78d06bf6f

Aliases

arxiv: 2412.19684 · arxiv_version: 2412.19684v2 · doi: 10.48550/arxiv.2412.19684 · pith_short_12: ZXYIHMW7N6LJ · pith_short_16: ZXYIHMW7N6LJ7422 · pith_short_8: ZXYIHMW7

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/ZXYIHMW7N6LJ7422FEWDUZAO2I \
  | 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: cdf083b2df6f969ff35a292c3a640ed20f0c4e929a0c56f6324941a78d06bf6f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ea30b8c364a8b699898c5b88cdcf3637951446ab8b79191eaf30f1cc5189515",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-27T15:21:17Z",
    "title_canon_sha256": "7a210acd3481064e84a485dce051bf7ea936d69eef0db527dfd45aad63541757"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19684",
    "kind": "arxiv",
    "version": 2
  }
}