Pith Number

pith:4BHVSGH3

pith:2024:4BHVSGH35KFNUIX3CAJD6RKQ7Z

not attested not anchored not stored refs pending

Rethinking Data Selection at Scale: Random Selection is Almost All You Need

An Yang, Bowen Yu, Junyang Lin, Kai Dang, Tingyu Xia, Yi Chang, Yuan Tian, Yuan Wu

arxiv:2410.09335 v2 · 2024-10-12 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4BHVSGH35KFNUIX3CAJD6RKQ7Z}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Data Difficulty and the Generalization--Extrapolation Tradeoff in LLM Fine-Tuning

From Insight to Action: A Novel Framework for Interpretability-Guided Data Selection in Large Language Models

Omnimodal Dataset Distillation via High-order Proxy Alignment

Receipt and verification

First computed	2026-07-05T09:45:56.128081Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e04f5918fbea8ada22fb10123f4550fe504fdbcc628a2fe8d8ff0046c6e331f3

Aliases

arxiv: 2410.09335 · arxiv_version: 2410.09335v2 · doi: 10.48550/arxiv.2410.09335 · pith_short_12: 4BHVSGH35KFN · pith_short_16: 4BHVSGH35KFNUIX3 · pith_short_8: 4BHVSGH3

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/4BHVSGH35KFNUIX3CAJD6RKQ7Z \
  | 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: e04f5918fbea8ada22fb10123f4550fe504fdbcc628a2fe8d8ff0046c6e331f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18010861e7480a626a00786a3e5caa67edf1f7c331ea927a98c8dcfe020e2e2d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-12T02:48:34Z",
    "title_canon_sha256": "49d4843896f6667bab9e792becf24acf9c7d6534e2e47337b137bd01685008ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09335",
    "kind": "arxiv",
    "version": 2
  }
}