Pith Number

pith:GYDXRJ6J

pith:2024:GYDXRJ6J5MX77JIH3GDEMX3TGU

not attested not anchored not stored refs pending

Reuse, Don't Retrain: A Recipe for Continued Pretraining of Language Models

Bryan Catanzaro, Jupinder Parmar, Mohammad Shoeybi, Mostofa Patwary, Sanjev Satheesh

arxiv:2407.07263 v1 · 2024-07-09 · 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{GYDXRJ6J5MX77JIH3GDEMX3TGU}

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

10 papers in Pith

Small LLMs: Pruning vs. Training from Scratch

Predictable Scaling Laws of Optimal Hyperparameters for LLM Continued Pre-training

How Post-Training Shapes Biological Reasoning Models

Small LLMs: Pruning vs. Training from Scratch

WildFeedback: Aligning LLMs With In-situ User Interactions And Feedback

Receipt and verification

First computed	2026-07-05T08:42:08.981249Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

360778a7c9eb2fffa507d986465f73353911aec13b04f0d78252a95bc145a2e4

Aliases

arxiv: 2407.07263 · arxiv_version: 2407.07263v1 · doi: 10.48550/arxiv.2407.07263 · pith_short_12: GYDXRJ6J5MX7 · pith_short_16: GYDXRJ6J5MX77JIH · pith_short_8: GYDXRJ6J

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/GYDXRJ6J5MX77JIH3GDEMX3TGU \
  | 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: 360778a7c9eb2fffa507d986465f73353911aec13b04f0d78252a95bc145a2e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c2c1db0e8ef1ee82b665da1d39b1e796edb35478bf10f5c024da8562f291f610",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-09T22:37:59Z",
    "title_canon_sha256": "d658a9fcd443799379588ff952e446be268f922d070b50b8cc66801aa0447e8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.07263",
    "kind": "arxiv",
    "version": 1
  }
}