Pith Number

pith:I5OBOOBF

pith:2024:I5OBOOBFIDUBUKY7QVPJCRZEAN

not attested not anchored not stored refs pending

Natural Language Understanding and Inference with MLLM in Visual Question Answering: A Survey

Haohao Luo, Jiayi Kuang, Jingyou Xie, Ronghao Li, Xianfeng Cheng, Xika Lin, Yinghui Li, Ying Shen, Zhe Xu

arxiv:2411.17558 v1 · 2024-11-26 · 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{I5OBOOBFIDUBUKY7QVPJCRZEAN}

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

Refine Knowledge of Large Language Models via Adaptive Contrastive Learning

Receipt and verification

First computed	2026-07-05T09:40:48.944275Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

475c17382540e81a2b1f855e914724035301effba3be551cb3bad7292137156b

Aliases

arxiv: 2411.17558 · arxiv_version: 2411.17558v1 · doi: 10.48550/arxiv.2411.17558 · pith_short_12: I5OBOOBFIDUB · pith_short_16: I5OBOOBFIDUBUKY7 · pith_short_8: I5OBOOBF

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/I5OBOOBFIDUBUKY7QVPJCRZEAN \
  | 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: 475c17382540e81a2b1f855e914724035301effba3be551cb3bad7292137156b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28b679baa4da05ed4625f7584b1b697caa5317f4235020762afa2e9781ace9e9",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-26T16:21:03Z",
    "title_canon_sha256": "492ad469afbad66762f9a7c43667696024566e3eef44b8ffab96c54a4531d2a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.17558",
    "kind": "arxiv",
    "version": 1
  }
}