Pith Number

pith:NZ7G6LTT

pith:2025:NZ7G6LTTJ3JHAO4QUGLVN2NZVB

not attested not anchored not stored refs pending

Can Large Multimodal Models Actively Recognize Faulty Inputs? A Systematic Evaluation Framework of Their Input Scrutiny Ability

Gengxu Li, Haiqi Yang, Jinzhe Li, Yi Chang, Yuan Wu

arxiv:2508.04017 v1 · 2025-08-06 · 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{NZ7G6LTTJ3JHAO4QUGLVN2NZVB}

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.

Receipt and verification

First computed	2026-07-05T11:49:19.136359Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e7e6f2e734ed2703b90a19756e9b9a849c7dba0275f2fbcdb1781f3c181aa89

Aliases

arxiv: 2508.04017 · arxiv_version: 2508.04017v1 · doi: 10.48550/arxiv.2508.04017 · pith_short_12: NZ7G6LTTJ3JH · pith_short_16: NZ7G6LTTJ3JHAO4Q · pith_short_8: NZ7G6LTT

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/NZ7G6LTTJ3JHAO4QUGLVN2NZVB \
  | 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: 6e7e6f2e734ed2703b90a19756e9b9a849c7dba0275f2fbcdb1781f3c181aa89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b75ac953dd73af0ae743a35a8c2fb8b507ee00f1e3ba7e0fc44df9ae0eb8e0fa",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-06T02:13:46Z",
    "title_canon_sha256": "84f8665846ec908f8ad761d9da6a5c8204b5aa08337c9e4680317204afaaa35d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.04017",
    "kind": "arxiv",
    "version": 1
  }
}