Pith Number

pith:5DN3NABA

pith:2023:5DN3NABA32BVEJT4ZJ4XYUARA6

not attested not anchored not stored refs pending

Farewell to Aimless Large-scale Pretraining: Influential Subset Selection for Language Model

Jie Zhou, Junzhe Wang, Menghan Zhang, Qi Zhang, Songyang Gao, Tao Gui, Weikang Zhou, Xiang Gao, Xiao Wang, Yunwen Chen

arxiv:2305.12816 v1 · 2023-05-22 · 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{5DN3NABA32BVEJT4ZJ4XYUARA6}

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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

SLAP: Stratified Loss-based Pruning for On-Policy Data-Efficient Instruction Tuning

Is More Data Worth the Cost? Dataset Scaling Laws in a Tiny Attention-Only Decoder

A Survey of Large Language Models

Receipt and verification

First computed	2026-07-05T06:12:15.368621Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e8dbb68020de8352267cca797c5011079ebb866d81b5e3a0365f80142fb846e1

Aliases

arxiv: 2305.12816 · arxiv_version: 2305.12816v1 · doi: 10.48550/arxiv.2305.12816 · pith_short_12: 5DN3NABA32BV · pith_short_16: 5DN3NABA32BVEJT4 · pith_short_8: 5DN3NABA

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/5DN3NABA32BVEJT4ZJ4XYUARA6 \
  | 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: e8dbb68020de8352267cca797c5011079ebb866d81b5e3a0365f80142fb846e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19fd6a8874a025501b502632e99ff7c58cd2852a2f4fa7c748b6e53e95fbb322",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-22T08:18:58Z",
    "title_canon_sha256": "e9cbafa5d1e53000a9f7f9164060dc49e78f3159157f79184183cbddba989c25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.12816",
    "kind": "arxiv",
    "version": 1
  }
}