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Pith Number

pith:WDAFBTB5

pith:2023:WDAFBTB5RISC3SYNXFA5ANRHEZ
not attested not anchored not stored refs pending

Benchmarking Zero-Shot Recognition with Vision-Language Models: Challenges on Granularity and Specificity

Abhay Mittal, Davide Modolo, Joseph Tighe, Manchen Wang, Paolo Favaro, Tiffany Deng, Yanbei Chen, Yi Zhu, Zhenlin Xu

arxiv:2306.16048 v3 · 2023-06-28 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{WDAFBTB5RISC3SYNXFA5ANRHEZ}

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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.

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2 papers in Pith

Receipt and verification
First computed 2026-07-05T08:33:30.873183Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b0c050cc3d8a242dcb0db941d03627265981eda3c35e99308b3fb9d6102a44d3

Aliases

arxiv: 2306.16048 · arxiv_version: 2306.16048v3 · doi: 10.48550/arxiv.2306.16048 · pith_short_12: WDAFBTB5RISC · pith_short_16: WDAFBTB5RISC3SYN · pith_short_8: WDAFBTB5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WDAFBTB5RISC3SYNXFA5ANRHEZ \
  | 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: b0c050cc3d8a242dcb0db941d03627265981eda3c35e99308b3fb9d6102a44d3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "36a4842bc1f68003335608e76a0821f5b22c921332f951c51e2300fa53cf9c67",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-06-28T09:29:06Z",
    "title_canon_sha256": "e98315189e5a7a4388b1b99141586776b137b292c1ba2d9db1a6e101270e073e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.16048",
    "kind": "arxiv",
    "version": 3
  }
}