Pith Number

pith:R46Y6JGD

pith:2024:R46Y6JGDFOPLGY5GFXCVOZ4ZBI

not attested not anchored not stored refs pending

Fine-tuning and Utilization Methods of Domain-specific LLMs

Cheonsu Jeong

arxiv:2401.02981 v2 · 2024-01-01 · 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{R46Y6JGDFOPLGY5GFXCVOZ4ZBI}

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

1 paper in Pith

From Parameter Dynamics to Risk Scoring : Quantifying Sample-Level Safety Degradation in LLM Fine-tuning

Receipt and verification

First computed	2026-07-05T08:23:59.515298Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f3d8f24c32b9eb363a62dc55767990a083b6246b46d57cbe36d08d9fbd2992f

Aliases

arxiv: 2401.02981 · arxiv_version: 2401.02981v2 · doi: 10.48550/arxiv.2401.02981 · pith_short_12: R46Y6JGDFOPL · pith_short_16: R46Y6JGDFOPLGY5G · pith_short_8: R46Y6JGD

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/R46Y6JGDFOPLGY5GFXCVOZ4ZBI \
  | 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: 8f3d8f24c32b9eb363a62dc55767990a083b6246b46d57cbe36d08d9fbd2992f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cac58ad05f12cd4992eef57234537d8b5dfc6e3c719a25adc5b979009fd24d6a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-01T06:22:04Z",
    "title_canon_sha256": "3a14cac763570619f6c3b5c83203c31ebd7c6742ea123a5e26659d3d6eee9f0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.02981",
    "kind": "arxiv",
    "version": 2
  }
}