Pith Number

pith:4NECOP2K

pith:2024:4NECOP2KGPLWWN6JSKHDEIGAIV

not attested not anchored not stored refs pending

Balancing Cost and Effectiveness of Synthetic Data Generation Strategies for LLMs

Apaar Shanker, George Pu, John Heyer, Parth Suresh, Penn Jenks, Sam Denton, Yung-Chieh Chan

arxiv:2409.19759 v3 · 2024-09-29 · cs.CL · 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{4NECOP2KGPLWWN6JSKHDEIGAIV}

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

A Survey on LLM-based Conversational User Simulation

Receipt and verification

First computed	2026-07-05T09:28:13.958650Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e348273f4a33d76b37c9928e3220c0455acf50b4f8c53adeda30d245b77aff06

Aliases

arxiv: 2409.19759 · arxiv_version: 2409.19759v3 · doi: 10.48550/arxiv.2409.19759 · pith_short_12: 4NECOP2KGPLW · pith_short_16: 4NECOP2KGPLWWN6J · pith_short_8: 4NECOP2K

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/4NECOP2KGPLWWN6JSKHDEIGAIV \
  | 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: e348273f4a33d76b37c9928e3220c0455acf50b4f8c53adeda30d245b77aff06

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4919e0f71465cdf10a042d885576d51e31c47c3da392f1bac17b9aa549d3ca8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-29T20:14:50Z",
    "title_canon_sha256": "3ad9f5585b694458e9f111dd77ef3f61cb98aa104d9ecc3af468ca43a7279e49"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.19759",
    "kind": "arxiv",
    "version": 3
  }
}