Pith Number

pith:OV5EJIKQ

pith:2024:OV5EJIKQH6ZR7CKFEBZLOUMK4X

not attested not anchored not stored refs pending

From Training-Free to Adaptive: Empirical Insights into MLLMs' Understanding of Detection Information

Daoyuan Chen, Qirui Jiao, Yaliang Li, Yilun Huang, Ying Shen

arxiv:2401.17981 v3 · 2024-01-31 · cs.CV · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OV5EJIKQH6ZR7CKFEBZLOUMK4X}

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

GuideDog: A Real-World Egocentric Multimodal Dataset for Blind and Low-Vision Accessibility-Aware Guidance

Structural Ranking of the Cognitive Plausibility of Computational Models of Analogy and Metaphors with the Minimal Cognitive Grid

Hallucination of Multimodal Large Language Models: A Survey

Receipt and verification

First computed	2026-07-05T09:51:30.584287Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

757a44a1503fb31f89452072b7518ae5fc7ededd4badc8f700c9c36dd1f81b72

Aliases

arxiv: 2401.17981 · arxiv_version: 2401.17981v3 · doi: 10.48550/arxiv.2401.17981 · pith_short_12: OV5EJIKQH6ZR · pith_short_16: OV5EJIKQH6ZR7CKF · pith_short_8: OV5EJIKQ

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/OV5EJIKQH6ZR7CKFEBZLOUMK4X \
  | 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: 757a44a1503fb31f89452072b7518ae5fc7ededd4badc8f700c9c36dd1f81b72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a2ab4129ed874109f7f621d93f3fc09bbbcec130878a947646594960cab988a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-01-31T16:38:32Z",
    "title_canon_sha256": "d42975a3df961aee9786cf4034d20cb87c1e5b22de4a4ef18cb25c4228f9c4f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.17981",
    "kind": "arxiv",
    "version": 3
  }
}