Pith Number

pith:5V4IJFRK

pith:2024:5V4IJFRK5QCAKRNHZDUCQOOHIG

not attested not anchored not stored refs pending

Semi-supervised Fine-tuning for Large Language Models

Junyu Luo, Ming Zhang, Wei Ju, Xiao Luo, Xiusi Chen, Zhiping Xiao

arxiv:2410.14745 v2 · 2024-10-17 · 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{5V4IJFRK5QCAKRNHZDUCQOOHIG}

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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

Learned iterative networks: An operator learning perspective

Receipt and verification

First computed	2026-07-05T10:16:59.163602Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed7884962aec040545a7c8e82839c7419ee145456cc87bbd8e0a4a72a3e5a765

Aliases

arxiv: 2410.14745 · arxiv_version: 2410.14745v2 · doi: 10.48550/arxiv.2410.14745 · pith_short_12: 5V4IJFRK5QCA · pith_short_16: 5V4IJFRK5QCAKRNH · pith_short_8: 5V4IJFRK

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/5V4IJFRK5QCAKRNHZDUCQOOHIG \
  | 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: ed7884962aec040545a7c8e82839c7419ee145456cc87bbd8e0a4a72a3e5a765

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd53ebbd0f6d5d0b46bc441610126042e643cf465dc831101b4768533dafeac5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-17T16:59:46Z",
    "title_canon_sha256": "284cef47ec7bb1793f2fec8619c0276abac649662915da5d115cd2bd9e0d3b3b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.14745",
    "kind": "arxiv",
    "version": 2
  }
}