Pith Number

pith:M4OIGFMI

pith:2026:M4OIGFMIIZJHS2DYP5CLEBM3AV

not attested not anchored not stored refs pending

Contextualized Evaluation of Vision Language Models through Dynamic, Multi-turn Interactions

Bingyang Wang, Huiqi Zou, Yijiang Li, Ziang Xiao

arxiv:2607.14499 v1 · 2026-07-16 · 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{M4OIGFMIIZJHS2DYP5CLEBM3AV}

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	2026-07-17T00:21:15.624909Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

671c83158846527968787f44b2059b05561d46ce415ff9e1083fbbd488a13862

Aliases

arxiv: 2607.14499 · arxiv_version: 2607.14499v1 · doi: 10.48550/arxiv.2607.14499 · pith_short_12: M4OIGFMIIZJH · pith_short_16: M4OIGFMIIZJHS2DY · pith_short_8: M4OIGFMI

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/M4OIGFMIIZJHS2DYP5CLEBM3AV \
  | 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: 671c83158846527968787f44b2059b05561d46ce415ff9e1083fbbd488a13862

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76b262fdc4cb9b4b760f9abd6cb8e6cfd28e1597142b24a232b449cd287c5fdd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-07-16T02:25:03Z",
    "title_canon_sha256": "a37de5457de4d0ac9a14bd1dfd21ba82e5297fc063f12fcc2272eb807d982ba3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.14499",
    "kind": "arxiv",
    "version": 1
  }
}