Pith Number

pith:L547C2RH

pith:2024:L547C2RHY5P37AYXLN335X2CNS

not attested not anchored not stored refs pending

VersaTune: An Efficient Data Composition Framework for Training Multi-Capability LLMs

Bin Cui, Da Pan, Guosheng Dong, Keer Lu, Keshi Zhao, Shusen Zhang, Tengjiao Wang, Wentao Zhang, Xin Wu, Zheng Liang, Zhuoran Zhang

arxiv:2411.11266 v5 · 2024-11-18 · 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{L547C2RHY5P37AYXLN335X2CNS}

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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

GraphGen: Enhancing Supervised Fine-Tuning for LLMs with Knowledge-Driven Synthetic Data Generation

Receipt and verification

First computed	2026-07-05T11:05:22.277706Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f79f16a27c75fbf83175b77bedf426c88db1da7365f3afa8ea624cf78b9536b

Aliases

arxiv: 2411.11266 · arxiv_version: 2411.11266v5 · doi: 10.48550/arxiv.2411.11266 · pith_short_12: L547C2RHY5P3 · pith_short_16: L547C2RHY5P37AYX · pith_short_8: L547C2RH

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/L547C2RHY5P37AYXLN335X2CNS \
  | 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: 5f79f16a27c75fbf83175b77bedf426c88db1da7365f3afa8ea624cf78b9536b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48d8473c36946e512fad2e44625b217b18d7d368e7ed9d2a394453ce6918f228",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-18T03:45:34Z",
    "title_canon_sha256": "fe4540faed8773c5b81bebd45ba5c4e8d333506f9f012624e9f496685e74c69a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.11266",
    "kind": "arxiv",
    "version": 5
  }
}