Pith Number

pith:XBUSGJVZ

pith:2024:XBUSGJVZIX5LAQV37D4WILTNQ4

not attested not anchored not stored refs pending

Small Language Model as Data Prospector for Large Language Model

Di Yang, Haihong Wu, Hamid Alinejad-Rokny, Min Yang, Qiang Qu, Shiwen Ni

arxiv:2412.09990 v1 · 2024-12-13 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XBUSGJVZIX5LAQV37D4WILTNQ4}

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

Will LLMs Scaling Hit the Wall? Breaking Barriers via Distributed Resources on Massive Edge Devices

Receipt and verification

First computed	2026-07-05T09:48:45.077377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8692326b945fab042bbf8f9642e6d8738b5c1b1d0a03605a3d6dd5c0ceaffee

Aliases

arxiv: 2412.09990 · arxiv_version: 2412.09990v1 · doi: 10.48550/arxiv.2412.09990 · pith_short_12: XBUSGJVZIX5L · pith_short_16: XBUSGJVZIX5LAQV3 · pith_short_8: XBUSGJVZ

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/XBUSGJVZIX5LAQV37D4WILTNQ4 \
  | 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: b8692326b945fab042bbf8f9642e6d8738b5c1b1d0a03605a3d6dd5c0ceaffee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d311f0162ddc07f2bb1384595ce70ba0b0fdd03fa711f7951ce31fc4c8099b4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-13T09:23:58Z",
    "title_canon_sha256": "3c8f11c520252b10337c49eb15239370c2f504a267662cb6fcd7571e99ef83b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.09990",
    "kind": "arxiv",
    "version": 1
  }
}