Pith Number

pith:KTJGQIU4

pith:2023:KTJGQIU4RTON5OOTFRGWPLGYCQ

not attested not anchored not stored refs pending

Continual Pre-Training of Large Language Models: How to (re)warm your model?

Adam Ibrahim, Benjamin Th\'erien, Eugene Belilovsky, Irina Rish, Kshitij Gupta, Mats L. Richter, Quentin Anthony, Timoth\'ee Lesort

arxiv:2308.04014 v2 · 2023-08-08 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{KTJGQIU4RTON5OOTFRGWPLGYCQ}

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Record completeness

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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

14 papers in Pith

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

ZONOS2 Technical Report

How Post-Training Shapes Biological Reasoning Models

Forgetting in Language Models: Capacity, Optimization, and Self-Generated Replay

Receipt and verification

First computed	2026-07-05T06:48:24.181700Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54d268229c8cdcdeb9d32c4d67acd8141c876643962d10b20d5bcf9a9ae8dffb

Aliases

arxiv: 2308.04014 · arxiv_version: 2308.04014v2 · doi: 10.48550/arxiv.2308.04014 · pith_short_12: KTJGQIU4RTON · pith_short_16: KTJGQIU4RTON5OOT · pith_short_8: KTJGQIU4

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/KTJGQIU4RTON5OOTFRGWPLGYCQ \
  | 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: 54d268229c8cdcdeb9d32c4d67acd8141c876643962d10b20d5bcf9a9ae8dffb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80ec7b2f6294844faeb9a49da66e82df54acafdb100058e1fe7d4ce0d0b03b84",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-08T03:18:18Z",
    "title_canon_sha256": "ae1950e6b443fa2db3fb83c91e135b60b74ecc84bbce2f4117291855fb0716ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.04014",
    "kind": "arxiv",
    "version": 2
  }
}