Pith Number

pith:2WRPON35

pith:2023:2WRPON35F4JVEJMGA3JBTVRVEI

not attested not anchored not stored refs pending

Enhancing PLM Performance on Labour Market Tasks via Instruction-based Finetuning and Prompt-tuning with Rules

David Graus, Jarno Vrolijk

arxiv:2308.16770 v1 · 2023-08-31 · 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{2WRPON35F4JVEJMGA3JBTVRVEI}

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

NLPnorth @ TalentCLEF 2025: Comparing Discriminative, Contrastive, and Prompt-Based Methods for Job Title and Skill Matching

Receipt and verification

First computed	2026-07-05T06:46:39.019149Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5a2f7377d2f1352258606d219d63522067e7b3b93f732d44fc8425b622b979e

Aliases

arxiv: 2308.16770 · arxiv_version: 2308.16770v1 · doi: 10.48550/arxiv.2308.16770 · pith_short_12: 2WRPON35F4JV · pith_short_16: 2WRPON35F4JVEJMG · pith_short_8: 2WRPON35

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/2WRPON35F4JVEJMGA3JBTVRVEI \
  | 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: d5a2f7377d2f1352258606d219d63522067e7b3b93f732d44fc8425b622b979e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a070c5008e96a17a05cb45aedfb9f23c17c58565eea9ad78bb4179443230004b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-31T14:47:00Z",
    "title_canon_sha256": "f433677ff3abf96f586697a44dc34adb6b9e43445990e934bc7a75c10c96025f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.16770",
    "kind": "arxiv",
    "version": 1
  }
}