Pith Number

pith:GIVNG4DV

pith:2023:GIVNG4DVCOIMVLDWWUCB7SKJW6

not attested not anchored not stored refs pending

Challenges and Opportunities of Using Transformer-Based Multi-Task Learning in NLP Through ML Lifecycle: A Survey

Bruno Sarlija, Lovre Torbarina, Lukasz Roguski, Tin Ferkovic, Velimir Mihelcic, Zeljko Kraljevic

arxiv:2308.08234 v1 · 2023-08-16 · cs.CL · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GIVNG4DVCOIMVLDWWUCB7SKJW6}

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	2026-07-05T06:41:56.573770Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

322ad370751390caac76b5041fc949b7b5086c011b0e99bc6714e4a6cc8d1e91

Aliases

arxiv: 2308.08234 · arxiv_version: 2308.08234v1 · doi: 10.48550/arxiv.2308.08234 · pith_short_12: GIVNG4DVCOIM · pith_short_16: GIVNG4DVCOIMVLDW · pith_short_8: GIVNG4DV

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/GIVNG4DVCOIMVLDWWUCB7SKJW6 \
  | 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: 322ad370751390caac76b5041fc949b7b5086c011b0e99bc6714e4a6cc8d1e91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e47a807be64744802bbd182aea804770d93e9c35a991b5b4427f3120194ce912",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-16T09:11:00Z",
    "title_canon_sha256": "49a2d7f15c223461d08007cbe0884cfd92ce73aa2b63e0f67f1da01dd5d788cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.08234",
    "kind": "arxiv",
    "version": 1
  }
}