Pith Number

pith:K63M7MBT

pith:2023:K63M7MBTZRFKBUXE737MY3O6PA

not attested not anchored not stored refs pending

Fine-tuning Multimodal LLMs to Follow Zero-shot Demonstrative Instructions

Hanwang Zhang, Juncheng Li, Kaihang Pan, Minghe Gao, Siliang Tang, Tat-Seng Chua, Wei Ji, Wenqiao Zhang, Yueting Zhuang, Zhiqi Ge

arxiv:2308.04152 v4 · 2023-08-08 · 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{K63M7MBTZRFKBUXE737MY3O6PA}

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

3 papers in Pith

InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition

MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

LLaVA-OneVision: Easy Visual Task Transfer

Receipt and verification

First computed	2026-07-05T08:23:11.196753Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57b6cfb033cc4aa0d2e4fefecc6dde780b83801988abe6cc7982b3b4ce9cc08f

Aliases

arxiv: 2308.04152 · arxiv_version: 2308.04152v4 · doi: 10.48550/arxiv.2308.04152 · pith_short_12: K63M7MBTZRFK · pith_short_16: K63M7MBTZRFKBUXE · pith_short_8: K63M7MBT

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/K63M7MBTZRFKBUXE737MY3O6PA \
  | 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: 57b6cfb033cc4aa0d2e4fefecc6dde780b83801988abe6cc7982b3b4ce9cc08f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6059f092995f6484d8f1ce09ed1809fb0e52c7d96e4128420079f6bb8ba2752",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-08-08T09:32:43Z",
    "title_canon_sha256": "e815bf9710c1429ff411e9eadbcc3db410b167dfe8514d84ed1260146ca8e88a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.04152",
    "kind": "arxiv",
    "version": 4
  }
}