Pith Number

pith:NI7VAKCB

pith:2022:NI7VAKCBOFPKUBL5KEBE4OSRCI

not attested not anchored not stored refs pending

Character-Aware Models Improve Visual Text Rendering

Adam Roberts, Chitwan Saharia, Dan Garrette, Irina Blok, Mohammad Norouzi, Noah Constant, RJ Mical, Rosanne Liu, Sharan Narang, William Chan

arxiv:2212.10562 v2 · 2022-12-20 · cs.CL · cs.CV

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\usepackage{pith}
\pithnumber{NI7VAKCBOFPKUBL5KEBE4OSRCI}

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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

1 paper in Pith

POCA: Pareto-Optimal Curriculum Alignment for Visual Text Generation

Receipt and verification

First computed	2026-07-05T06:06:42.525489Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a3f502841715eaa057d51024e3a511204d7c0c41eb8d4edda89527ff7ea9d37

Aliases

arxiv: 2212.10562 · arxiv_version: 2212.10562v2 · doi: 10.48550/arxiv.2212.10562 · pith_short_12: NI7VAKCBOFPK · pith_short_16: NI7VAKCBOFPKUBL5 · pith_short_8: NI7VAKCB

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/NI7VAKCBOFPKUBL5KEBE4OSRCI \
  | 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: 6a3f502841715eaa057d51024e3a511204d7c0c41eb8d4edda89527ff7ea9d37

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff41af82bec2494a017eae49d0b11d9b564d025aaa987652b05923f638e863d2",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-20T18:59:23Z",
    "title_canon_sha256": "ce8e4aef6054a6ff8fb4c843fc5c260e5d3dae115f5c061dc624399069a7f85d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.10562",
    "kind": "arxiv",
    "version": 2
  }
}