Pith Number

pith:HQ3PBZTH

pith:2023:HQ3PBZTHLGCDXP7J3E7FEQQUJ5

not attested not anchored not stored refs pending

Continual Pre-training of Language Models

Bing Liu, Gyuhak Kim, Haowei Lin, Tatsuya Konishi, Yijia Shao, Zixuan Ke

arxiv:2302.03241 v4 · 2023-02-07 · cs.CL · cs.AI · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HQ3PBZTHLGCDXP7J3E7FEQQUJ5}

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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

11 papers in Pith

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

Optimization Hyper-parameter Laws for Large Language Models

MeMo: Memory as a Model

Spectral Unforgetting: Post-Hoc Recovery of Damaged Capabilities Without Retraining

Towards EnergyGPT: A Large Language Model Specialized for the Energy Sector

Receipt and verification

First computed	2026-07-05T06:00:16.237293Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c36f0e66759843bbfe9d93e5242144f6f88feff35db31bcf21d13c0a56c9864

Aliases

arxiv: 2302.03241 · arxiv_version: 2302.03241v4 · doi: 10.48550/arxiv.2302.03241 · pith_short_12: HQ3PBZTHLGCD · pith_short_16: HQ3PBZTHLGCDXP7J · pith_short_8: HQ3PBZTH

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/HQ3PBZTHLGCDXP7J3E7FEQQUJ5 \
  | 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: 3c36f0e66759843bbfe9d93e5242144f6f88feff35db31bcf21d13c0a56c9864

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dabcdd5b87e0f1c6ca5e50ce2c3791fcf8b134541d445e9683b792c36a034658",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-02-07T03:57:55Z",
    "title_canon_sha256": "ac2099373c87aa214c0d3d5946a61f56ed92c947a1e50850f49c59a6b12e79a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.03241",
    "kind": "arxiv",
    "version": 4
  }
}