Pith Number

pith:OMZTFOFH

pith:2023:OMZTFOFHISQEW53TGZCYFA3H5S

not attested not anchored not stored refs pending

Data Management For Training Large Language Models: A Survey

Baojun Wang, Fei Mi, Lifeng Shang, Qi Zhu, Qun Liu, Wanjun Zhong, Xin Jiang, Yufei Wang, Zige Wang

arxiv:2312.01700 v3 · 2023-12-04 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{OMZTFOFHISQEW53TGZCYFA3H5S}

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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

1 paper in Pith

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code

Receipt and verification

First computed	2026-07-05T08:51:12.302463Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

733332b8a744a04b77733645828367ec861a7b74932babf5bb9c37afbb6b7b42

Aliases

arxiv: 2312.01700 · arxiv_version: 2312.01700v3 · doi: 10.48550/arxiv.2312.01700 · pith_short_12: OMZTFOFHISQE · pith_short_16: OMZTFOFHISQEW53T · pith_short_8: OMZTFOFH

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/OMZTFOFHISQEW53TGZCYFA3H5S \
  | 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: 733332b8a744a04b77733645828367ec861a7b74932babf5bb9c37afbb6b7b42

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d28326e937b37a6f6f04f0d8bc951dc0e4c9934753952fab23b67e5db26f854c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-04T07:42:16Z",
    "title_canon_sha256": "caeaaa21746464d63dcad82f99609ed065c00d063ac2abfae8d2c5a37350375b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.01700",
    "kind": "arxiv",
    "version": 3
  }
}