Pith Number

pith:OSDC2BXS

pith:2022:OSDC2BXSSGLZOEZNQ4LAHF3CWP

not attested not anchored not stored refs pending

Continual Training of Language Models for Few-Shot Learning

Bing Liu, Haowei Lin, Hu Xu, Lei Shu, Yijia Shao, Zixuan Ke

arxiv:2210.05549 v1 · 2022-10-11 · cs.CL · cs.AI · cs.LG · cs.NE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OSDC2BXSSGLZOEZNQ4LAHF3CWP}

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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

An Empirical Study of Catastrophic Forgetting in Large Language Models During Continual Fine-tuning

Receipt and verification

First computed	2026-07-05T05:05:17.916182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74862d06f2919797132d8716039762b3d503d8e0bf14ff50ad4687d3562e3f79

Aliases

arxiv: 2210.05549 · arxiv_version: 2210.05549v1 · doi: 10.48550/arxiv.2210.05549 · pith_short_12: OSDC2BXSSGLZ · pith_short_16: OSDC2BXSSGLZOEZN · pith_short_8: OSDC2BXS

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/OSDC2BXSSGLZOEZNQ4LAHF3CWP \
  | 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: 74862d06f2919797132d8716039762b3d503d8e0bf14ff50ad4687d3562e3f79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8ccc5c007d1c0786d2b2b893516ce040fdba4ca7e9ac151548afe41ba75329d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-11T15:43:58Z",
    "title_canon_sha256": "d3a912bc6ea89aad4cf6eee18941476be11c3b74647cb9f7eb7b839aeea65ffd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.05549",
    "kind": "arxiv",
    "version": 1
  }
}