Pith Number

pith:XERCRQQC

pith:2023:XERCRQQC4JJADPISHAUQFQU3OO

not attested not anchored not stored refs pending

Enabling Calibration In The Zero-Shot Inference of Large Vision-Language Models

Benjamin Pikus, Fernando Amat Gil, Pranav Raja, Will LeVine

arxiv:2303.12748 v4 · 2023-03-11 · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XERCRQQC4JJADPISHAUQFQU3OO}

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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

3 papers in Pith

RubricRefine: Improving Tool-Use Agent Reliability with Training-Free Pre-Execution Refinement

Receipt and verification

First computed	2026-07-05T06:02:33.384953Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b92228c202e25201bd12382902c29b739e06a53bf1923ebf9b26a0fc5be3a49b

Aliases

arxiv: 2303.12748 · arxiv_version: 2303.12748v4 · doi: 10.48550/arxiv.2303.12748 · pith_short_12: XERCRQQC4JJA · pith_short_16: XERCRQQC4JJADPIS · pith_short_8: XERCRQQC

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/XERCRQQC4JJADPISHAUQFQU3OO \
  | 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: b92228c202e25201bd12382902c29b739e06a53bf1923ebf9b26a0fc5be3a49b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97f391b9321c3657be5f6b0dfc958ff511733a137e8f1351229beb13b7d7bd95",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-03-11T17:14:04Z",
    "title_canon_sha256": "88dae8f065cf280f0a9f8ca8fe127d5f8362a87dbcdca8f70efb63cc685115e5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.12748",
    "kind": "arxiv",
    "version": 4
  }
}