Pith Number

pith:VHTQRDDR

pith:2024:VHTQRDDRZRLSLZRFSH3ET2NWDF

not attested not anchored not stored refs pending

Investigating the Scaling Effect of Instruction Templates for Training Multimodal Language Model

Ao Luo, Cunjian Chen, Hanqian Wu, Jiarui Jin, Jieyu Zhang, Julian McAuley, Linxin Song, Li Yao, Ryotaro Shimizu, Shijian Wang, Wentao Zhang, Yuan Lu

arxiv:2412.08307 v3 · 2024-12-11 · 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{VHTQRDDRZRLSLZRFSH3ET2NWDF}

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	2026-07-05T10:45:58.201826Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9e7088c71cc5725e62591f649e9b61973b06f38b8adddf84fc03b12b5fb0d8a

Aliases

arxiv: 2412.08307 · arxiv_version: 2412.08307v3 · doi: 10.48550/arxiv.2412.08307 · pith_short_12: VHTQRDDRZRLS · pith_short_16: VHTQRDDRZRLSLZRF · pith_short_8: VHTQRDDR

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/VHTQRDDRZRLSLZRFSH3ET2NWDF \
  | 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: a9e7088c71cc5725e62591f649e9b61973b06f38b8adddf84fc03b12b5fb0d8a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e28df24170dd293d0dac6c01d81a0198e70f57bd4bb1854802d42f33d75713dd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-11T11:39:42Z",
    "title_canon_sha256": "14fda86d332eda3b845568a3c741d777fabbdb17b41104ade463e7f3478f1077"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08307",
    "kind": "arxiv",
    "version": 3
  }
}