Pith Number

pith:DN7NH4V2

pith:2025:DN7NH4V2NESEOSNMLD3IFC62RO

not attested not anchored not stored refs pending

Towards Data-Efficient Language Models: A Child-Inspired Approach to Language Learning

Mohammad Amin Ghanizadeh, Mohammad Javad Dousti

arxiv:2503.04611 v1 · 2025-03-06 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DN7NH4V2NESEOSNMLD3IFC62RO}

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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

Tiny Reward Models

Receipt and verification

First computed	2026-07-05T10:25:43.381979Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b7ed3f2ba69244749ac58f6828bda8b94a922844fa6b53a5715249c03588c0f

Aliases

arxiv: 2503.04611 · arxiv_version: 2503.04611v1 · doi: 10.48550/arxiv.2503.04611 · pith_short_12: DN7NH4V2NESE · pith_short_16: DN7NH4V2NESEOSNM · pith_short_8: DN7NH4V2

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/DN7NH4V2NESEOSNMLD3IFC62RO \
  | 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: 1b7ed3f2ba69244749ac58f6828bda8b94a922844fa6b53a5715249c03588c0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de0d96debecdcb0197a4b2196c9896a9747c1795b2209fda8d698ea4c0b2cfff",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-06T16:57:26Z",
    "title_canon_sha256": "d5a33a39004350a48bba3434ea8abc6b8e962d5ef3ac2e98faaca83a28a328bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.04611",
    "kind": "arxiv",
    "version": 1
  }
}