Pith Number

pith:CDV5YM6S

pith:2024:CDV5YM6SNNXTJ2QNC7RCV662BG

not attested not anchored not stored refs pending

HERM: Benchmarking and Enhancing Multimodal LLMs for Human-Centric Understanding

Hong Chang, Hongze Shen, Jiahe Zhao, Keliang Li, Ruibing Hou, Shiguang Shan, Xilin Chen, Zaifei Yang

arxiv:2410.06777 v1 · 2024-10-09 · cs.CV

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\usepackage{pith}
\pithnumber{CDV5YM6SNNXTJ2QNC7RCV662BG}

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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

2 papers in Pith

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

Employing Vision-Language Models for Face Image Quality Assessment

Receipt and verification

First computed	2026-07-05T09:18:06.850561Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10ebdc33d26b6f34ea0d17e22afbda098554f79db44bba62f8ab2a63d6458fc2

Aliases

arxiv: 2410.06777 · arxiv_version: 2410.06777v1 · doi: 10.48550/arxiv.2410.06777 · pith_short_12: CDV5YM6SNNXT · pith_short_16: CDV5YM6SNNXTJ2QN · pith_short_8: CDV5YM6S

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/CDV5YM6SNNXTJ2QNC7RCV662BG \
  | 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: 10ebdc33d26b6f34ea0d17e22afbda098554f79db44bba62f8ab2a63d6458fc2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a686946893a12c8eaae502acea0f96cee67bf892475ca9ed920919b306cc7b4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-10-09T11:14:07Z",
    "title_canon_sha256": "de435feecc08c3fa98ad406bd5ec5076b8bbf72cbad0cb1864a4d25e0b97f5c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.06777",
    "kind": "arxiv",
    "version": 1
  }
}