Pith Number

pith:RN62SPZK

pith:2021:RN62SPZK5UH37NH6AUQDFTP7GR

not attested not anchored not stored refs pending

Raise a Child in Large Language Model: Towards Effective and Generalizable Fine-tuning

Baobao Chang, Chuanqi Tan, Fei Huang, Fuli Luo, Runxin Xu, Songfang Huang, Zhiyuan Zhang

arxiv:2109.05687 v1 · 2021-09-13 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{RN62SPZK5UH37NH6AUQDFTP7GR}

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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

2 papers in Pith

ErrorRadar: Benchmarking Complex Mathematical Reasoning of Multimodal Large Language Models Via Error Detection

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T03:13:41.340171Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b7da93f2aed0fbfb4fe052032cdff3460d84fd278d2cd4404648557a4ea1da5

Aliases

arxiv: 2109.05687 · arxiv_version: 2109.05687v1 · doi: 10.48550/arxiv.2109.05687 · pith_short_12: RN62SPZK5UH3 · pith_short_16: RN62SPZK5UH37NH6 · pith_short_8: RN62SPZK

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/RN62SPZK5UH37NH6AUQDFTP7GR \
  | 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: 8b7da93f2aed0fbfb4fe052032cdff3460d84fd278d2cd4404648557a4ea1da5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "478c8470779db8888181152bd240286df3944140389581eb36f228ca477a894d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-09-13T03:39:52Z",
    "title_canon_sha256": "3287e9b578f061eb0728c4e8695807ae2dd5c2a4b6facbb64b4445ccc81bc2ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.05687",
    "kind": "arxiv",
    "version": 1
  }
}