Pith Number

pith:F4SWDZF7

pith:2024:F4SWDZF77MV6NPUJRDIVZHAZXL

not attested not anchored not stored refs pending

Take the essence and discard the dross: A Rethinking on Data Selection for Fine-Tuning Large Language Models

Feng Jiang, Haizhou Li, Rui Ke, Yajiao Liu, Ziche Liu

arxiv:2406.14115 v2 · 2024-06-20 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F4SWDZF77MV6NPUJRDIVZHAZXL}

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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

LAMDAS: LLM as an Implicit Classifier for Domain-specific Data Selection

Receipt and verification

First computed	2026-07-05T10:18:38.419938Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f2561e4bffb2be6be8988d15c9c19bafa276e496072c464ef4cc875bc769ffb

Aliases

arxiv: 2406.14115 · arxiv_version: 2406.14115v2 · doi: 10.48550/arxiv.2406.14115 · pith_short_12: F4SWDZF77MV6 · pith_short_16: F4SWDZF77MV6NPUJ · pith_short_8: F4SWDZF7

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/F4SWDZF77MV6NPUJRDIVZHAZXL \
  | 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: 2f2561e4bffb2be6be8988d15c9c19bafa276e496072c464ef4cc875bc769ffb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02527972a9653184e50f320f93f3115d19f5cb7472d48d96039f104fa4b78947",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-20T08:58:58Z",
    "title_canon_sha256": "033a85d6c670e4424eb01a44ddc5ee5b034c8b0a6a6a7dad7b2d798cc8f9ecc0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.14115",
    "kind": "arxiv",
    "version": 2
  }
}