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pith:POXFCKP4

pith:2023:POXFCKP4TR7IOA6MILVBT5E3DL
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How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition

Chang Zhou, Chengpeng Li, Dayiheng Liu, Guanting Dong, Hongyi Yuan, Jingren Zhou, Keming Lu, Mingfeng Xue, Wei Wang, Zheng Yuan

arxiv:2310.05492 v4 · 2023-10-09 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{POXFCKP4TR7IOA6MILVBT5E3DL}

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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.

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12 papers in Pith

Receipt and verification
First computed 2026-07-05T08:28:34.156336Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7bae5129fc9c7e8703cc42ea19f49b1ac75b80ab4312b207dea607f631759975

Aliases

arxiv: 2310.05492 · arxiv_version: 2310.05492v4 · doi: 10.48550/arxiv.2310.05492 · pith_short_12: POXFCKP4TR7I · pith_short_16: POXFCKP4TR7IOA6M · pith_short_8: POXFCKP4
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/POXFCKP4TR7IOA6MILVBT5E3DL \
  | 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: 7bae5129fc9c7e8703cc42ea19f49b1ac75b80ab4312b207dea607f631759975
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "57efea4453f8f163dba40b6902450e8cc1e9488e0f28af0179fad410ea5b457f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-09T07:56:16Z",
    "title_canon_sha256": "0fb75604f26716dd0c8fbe6a1c7437afc6a39260c08a54be57719d8de0f63052"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.05492",
    "kind": "arxiv",
    "version": 4
  }
}