Pith Number

pith:V6SDHWEE

pith:2024:V6SDHWEEDSRVS74MO6ZLR5PDFW

not attested not anchored not stored refs pending

Selecting Large Language Model to Fine-tune via Rectified Scaling Law

Baizhou Huang, Haotian Ye, Haowei Lin, James Zou, Jianzhu Ma, Qinyu Chen, Sujian Li, Xiaojun Wan, Yitao Liang, Zihao Wang

arxiv:2402.02314 v3 · 2024-02-04 · cs.LG · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V6SDHWEEDSRVS74MO6ZLR5PDFW}

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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

3 papers in Pith

When Does Generating More Help? Disentangling Fixed-Source Synthesis from Source Expansion in Synthetic Data Scaling

Preference Goal Tuning: Post-Training as Latent Control for Frozen Policies

Rethinking Model Selection in VLM Through the Lens of Gromov-Wasserstein Distance

Receipt and verification

First computed	2026-07-05T08:24:00.706346Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

afa433d8841ca3597f8c77b2b8f5e32d8a7aa82f167399b84337e2dac05dfe7b

Aliases

arxiv: 2402.02314 · arxiv_version: 2402.02314v3 · doi: 10.48550/arxiv.2402.02314 · pith_short_12: V6SDHWEEDSRV · pith_short_16: V6SDHWEEDSRVS74M · pith_short_8: V6SDHWEE

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/V6SDHWEEDSRVS74MO6ZLR5PDFW \
  | 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: afa433d8841ca3597f8c77b2b8f5e32d8a7aa82f167399b84337e2dac05dfe7b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b550ce9718eadf0721f09c485e65fb11a125cced00d318d90884750770fe122",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-04T01:55:00Z",
    "title_canon_sha256": "4b199e5265f38f6a21ee9e88a62add5925bbfa06474bf6d43325ec8c01193acb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02314",
    "kind": "arxiv",
    "version": 3
  }
}