Pith Number

pith:6I6GO6TI

pith:2024:6I6GO6TI6353IPXC6BMOOVKR67

not attested not anchored not stored refs pending

Fine-tuning Large Language Models for Multigenerator, Multidomain, and Multilingual Machine-Generated Text Detection

Feng Xiong, Huizhi Liang, Subin Jung, Thanet Markchom, Varun Ojha, Ziwei Zheng

arxiv:2401.12326 v1 · 2024-01-22 · 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{6I6GO6TI6353IPXC6BMOOVKR67}

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.

Receipt and verification

First computed	2026-07-05T07:36:29.051740Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f23c677a68f6fbb43ee2f058e75551f7d6235c57999f7e659137e0b0fffe8eeb

Aliases

arxiv: 2401.12326 · arxiv_version: 2401.12326v1 · doi: 10.48550/arxiv.2401.12326 · pith_short_12: 6I6GO6TI6353 · pith_short_16: 6I6GO6TI6353IPXC · pith_short_8: 6I6GO6TI

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/6I6GO6TI6353IPXC6BMOOVKR67 \
  | 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: f23c677a68f6fbb43ee2f058e75551f7d6235c57999f7e659137e0b0fffe8eeb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98c369b522c4d7f88a279757a59cc04075a01605f87fd827112013dafd9b6223",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-22T19:39:05Z",
    "title_canon_sha256": "74128feadd0a24d90360620eb3de3799febf4b2a38e568530da54b5594ef279c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.12326",
    "kind": "arxiv",
    "version": 1
  }
}