Pith Number

pith:CU347JJN

pith:2024:CU347JJNSNVJEWLSN5467RZVQE

not attested not anchored not stored refs pending

Regurgitative Training: The Value of Real Data in Training Large Language Models

Dandan Qiao, Jinghui Zhang, Mochen Yang, Qiang Wei

arxiv:2407.12835 v2 · 2024-07-03 · cs.CL · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CU347JJNSNVJEWLSN5467RZVQE}

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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

1 paper in Pith

XtraGPT: Context-Aware and Controllable Academic Paper Revision via Human-AI Collaboration

Receipt and verification

First computed	2026-07-05T08:48:32.447693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1537cfa52d936a9259726f79efc7358108614c57ac71fc25670ba09cf562dd99

Aliases

arxiv: 2407.12835 · arxiv_version: 2407.12835v2 · doi: 10.48550/arxiv.2407.12835 · pith_short_12: CU347JJNSNVJ · pith_short_16: CU347JJNSNVJEWLS · pith_short_8: CU347JJN

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/CU347JJNSNVJEWLSN5467RZVQE \
  | 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: 1537cfa52d936a9259726f79efc7358108614c57ac71fc25670ba09cf562dd99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5678275dab2612117be3f8a0f1e5bb098a4a8bbf351bf5ad74391d1760e57c9",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-03T18:42:55Z",
    "title_canon_sha256": "81ef85a9fc02d39a1291d9c5624dc13a552fba028d2e5bdab98515c2a4b24ffb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.12835",
    "kind": "arxiv",
    "version": 2
  }
}