Pith Number

pith:EMAQ37RZ

pith:2024:EMAQ37RZDY7KMOPGRJPX7UQ2CT

not attested not anchored not stored refs pending

The Synergy between Data and Multi-Modal Large Language Models: A Survey from Co-Development Perspective

Bolin Ding, Daoyuan Chen, Liuyi Yao, Shuiguang Deng, Wenhao Zhang, Yaliang Li, Yilun Huang, Zhen Qin

arxiv:2407.08583 v2 · 2024-07-11 · cs.AI · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{EMAQ37RZDY7KMOPGRJPX7UQ2CT}

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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

HumanVBench: Probing Human-Centric Video Understanding in MLLMs with Automatically Synthesized Benchmarks

Receipt and verification

First computed	2026-07-05T08:51:54.666408Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23010dfe391e3ea639e68a5f7fd21a14f18a63b0230127f979dcb6fd1e0ef128

Aliases

arxiv: 2407.08583 · arxiv_version: 2407.08583v2 · doi: 10.48550/arxiv.2407.08583 · pith_short_12: EMAQ37RZDY7K · pith_short_16: EMAQ37RZDY7KMOPG · pith_short_8: EMAQ37RZ

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/EMAQ37RZDY7KMOPGRJPX7UQ2CT \
  | 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: 23010dfe391e3ea639e68a5f7fd21a14f18a63b0230127f979dcb6fd1e0ef128

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5783ed61f25ce1389048a762694f1d56e3a56f6603cf306aca7386bf4b896c3e",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-11T15:08:11Z",
    "title_canon_sha256": "555c3529662c0c97ef958d74bdb017b3fae8bd035c8c5096d355a53b85ee2287"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.08583",
    "kind": "arxiv",
    "version": 2
  }
}