Pith Number

pith:K5VPJWWR

pith:2023:K5VPJWWRHZESJRBL24S6S4EADA

not attested not anchored not stored refs pending

Synthetic Data Generation in Low-Resource Settings via Fine-Tuning of Large Language Models

Jean Kaddour, Qi Liu

arxiv:2310.01119 v2 · 2023-10-02 · 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{K5VPJWWRHZESJRBL24S6S4EADA}

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

The Paradox of Stochasticity: Limited Creativity and Computational Decoupling in Temperature-Varied LLM Outputs of Structured Fictional Data

Receipt and verification

First computed	2026-07-05T07:30:54.335298Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

576af4dad13e4924c42bd725e970801834ccc1d227e2d8eaef89c1fa193478c8

Aliases

arxiv: 2310.01119 · arxiv_version: 2310.01119v2 · doi: 10.48550/arxiv.2310.01119 · pith_short_12: K5VPJWWRHZES · pith_short_16: K5VPJWWRHZESJRBL · pith_short_8: K5VPJWWR

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/K5VPJWWRHZESJRBL24S6S4EADA \
  | 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: 576af4dad13e4924c42bd725e970801834ccc1d227e2d8eaef89c1fa193478c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ca3ccbcbf3a18e25ffffa52e88940c215df081fe5d6752a65544bdef83d625d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-02T11:49:05Z",
    "title_canon_sha256": "b2c4c425dedf2c682793c8be4cd95bc9de60876db2f64205d2f7ac658d21c9b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.01119",
    "kind": "arxiv",
    "version": 2
  }
}