Pith Number

pith:J3P74UFD

pith:2023:J3P74UFD7NXVW3QNESVTOSZRUE

not attested not anchored not stored refs pending

Data Diversity Matters for Robust Instruction Tuning

Alexander Bukharin, Bing Yin, Chao Zhang, Haoming Jiang, Jingfeng Yang, Shiyang Li, Tuo Zhao, Xian Li, Zhengyang Wang

arxiv:2311.14736 v3 · 2023-11-21 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J3P74UFD7NXVW3QNESVTOSZRUE}

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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

Rethinking Data Curation in LLM Training: Online Reweighting Offers Better Generalization than Offline Methods

Receipt and verification

First computed	2026-07-05T09:33:26.864503Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4edffe50a3fb6f5b6e0d24ab374b31a11368d38a0a81a590c2a0a93a0d52f8ce

Aliases

arxiv: 2311.14736 · arxiv_version: 2311.14736v3 · doi: 10.48550/arxiv.2311.14736 · pith_short_12: J3P74UFD7NXV · pith_short_16: J3P74UFD7NXVW3QN · pith_short_8: J3P74UFD

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/J3P74UFD7NXVW3QNESVTOSZRUE \
  | 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: 4edffe50a3fb6f5b6e0d24ab374b31a11368d38a0a81a590c2a0a93a0d52f8ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01b2a44078a92e506730447ed8cdbc39b3a30c4d2b15d89bba5dfb8d6dca4620",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-21T19:12:18Z",
    "title_canon_sha256": "907b9a72a1362b5df1f0bab16bc103ec14aacb345bbeb5ceb3aec453eb0d6723"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.14736",
    "kind": "arxiv",
    "version": 3
  }
}