Pith Number

pith:SYOL5GFZ

pith:2022:SYOL5GFZ5D4PZ3CSAM5TZ3IBJ7

not attested not anchored not stored refs pending

Task Bias in Vision-Language Models

Carl Vondrick, Ishaan Preetam Chandratreya, Sachit Menon

arxiv:2212.04412 v1 · 2022-12-08 · 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{SYOL5GFZ5D4PZ3CSAM5TZ3IBJ7}

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

1 paper in Pith

Language-Instructed Vision Embeddings for Controllable and Generalizable Perception

Receipt and verification

First computed	2026-07-05T05:23:40.864946Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

961cbe98b9e8f8fcec52033b3ced014fdcb285519419ecf218a4fe8b6f7e5852

Aliases

arxiv: 2212.04412 · arxiv_version: 2212.04412v1 · doi: 10.48550/arxiv.2212.04412 · pith_short_12: SYOL5GFZ5D4P · pith_short_16: SYOL5GFZ5D4PZ3CS · pith_short_8: SYOL5GFZ

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/SYOL5GFZ5D4PZ3CSAM5TZ3IBJ7 \
  | 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: 961cbe98b9e8f8fcec52033b3ced014fdcb285519419ecf218a4fe8b6f7e5852

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2f180ecfc3430c7d0ea2bae7a33441c2659593e334ad42063dbba700d458c17",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-12-08T17:10:31Z",
    "title_canon_sha256": "b2a7a58f1531c3d76383cec42c8df2cddd0b69959c084e5e718303f13161d6be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.04412",
    "kind": "arxiv",
    "version": 1
  }
}