Pith Number

pith:QNKQ5HG4

pith:2023:QNKQ5HG4ZVMXTI4YAELQR6YL4V

not attested not anchored not stored refs pending

Does Synthetic Data Make Large Language Models More Efficient?

Marwan Omar, Sia Gholami

arxiv:2310.07830 v1 · 2023-10-11 · cs.CL · cs.AI · 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{QNKQ5HG4ZVMXTI4YAELQR6YL4V}

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

Sub-Billion, Super-Frontier: Small Language Models Rival Zero-Shot Frontier LLMs on General and Literary Relation Extraction

Receipt and verification

First computed	2026-07-05T06:59:57.138956Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

83550e9cdccd5979a398011708fb0be55f6b5fbbe2665bc47a5717ed2bfbf3d9

Aliases

arxiv: 2310.07830 · arxiv_version: 2310.07830v1 · doi: 10.48550/arxiv.2310.07830 · pith_short_12: QNKQ5HG4ZVMX · pith_short_16: QNKQ5HG4ZVMXTI4Y · pith_short_8: QNKQ5HG4

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/QNKQ5HG4ZVMXTI4YAELQR6YL4V \
  | 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: 83550e9cdccd5979a398011708fb0be55f6b5fbbe2665bc47a5717ed2bfbf3d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28c28b1c96343c04ef70e02d87099451eb521ee6c66135e254803bc1715d24c2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-11T19:16:09Z",
    "title_canon_sha256": "27225503eb30901d9c0eab552f531e41cd23dc7899e51d7d2a614a9655f10d0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.07830",
    "kind": "arxiv",
    "version": 1
  }
}