Pith Number

pith:P6VBZ63S

pith:2024:P6VBZ63SBTLDLFSHOCVUR3QR3J

not attested not anchored not stored refs pending

KnowTuning: Knowledge-aware Fine-tuning for Large Language Models

Dawei Yin, Haibo Shi, Lingyong Yan, Maarten de Rijke, Pengjie Ren, Shuaiqiang Wang, Yougang Lyu, Zhaochun Ren, Zhumin Chen

arxiv:2402.11176 v3 · 2024-02-17 · 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{P6VBZ63SBTLDLFSHOCVUR3QR3J}

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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

Agentic Vulnerability Reasoning on COTS Binaries

Receipt and verification

First computed	2026-07-05T09:14:30.378671Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7faa1cfb720cd635964770ab48ee11da699838f8b5a4b682377282f9da7a5cef

Aliases

arxiv: 2402.11176 · arxiv_version: 2402.11176v3 · doi: 10.48550/arxiv.2402.11176 · pith_short_12: P6VBZ63SBTLD · pith_short_16: P6VBZ63SBTLDLFSH · pith_short_8: P6VBZ63S

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/P6VBZ63SBTLDLFSHOCVUR3QR3J \
  | 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: 7faa1cfb720cd635964770ab48ee11da699838f8b5a4b682377282f9da7a5cef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d077aab1b96ee04992888c27e31769c39effedeae7c5f1c9f454841c46c3432b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-17T02:54:32Z",
    "title_canon_sha256": "6a91b1599be6c22a19a71778fa55a246f13945ac0ec921ac16746b3ac9b46a16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.11176",
    "kind": "arxiv",
    "version": 3
  }
}