Pith Number

pith:Z4BV7MYB

pith:2023:Z4BV7MYBYML3GHQEZOFD2IL2XC

not attested not anchored not stored refs pending

Generative Large Language Models Are All-purpose Text Analytics Engines: Text-to-text Learning Is All Your Need

Anthony B Costa, Aokun Chen, Cheng Peng, Jiang Bian, Kaleb E Smith, Mona G Flores, Xi Yang, Yonghui Wu, Zehao Yu

arxiv:2312.06099 v1 · 2023-12-11 · 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{Z4BV7MYBYML3GHQEZOFD2IL2XC}

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	2026-07-05T07:22:38.695799Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf035fb301c317b31e04cb8a3d217ab88dee5aca7f6dd29a6d728b8bbb2a97aa

Aliases

arxiv: 2312.06099 · arxiv_version: 2312.06099v1 · doi: 10.48550/arxiv.2312.06099 · pith_short_12: Z4BV7MYBYML3 · pith_short_16: Z4BV7MYBYML3GHQE · pith_short_8: Z4BV7MYB

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/Z4BV7MYBYML3GHQEZOFD2IL2XC \
  | 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: cf035fb301c317b31e04cb8a3d217ab88dee5aca7f6dd29a6d728b8bbb2a97aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf90d93a4f1456e6a19e5ebf6977938bbf3ac1e346a47f63bb28601deb510bae",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-11T04:00:26Z",
    "title_canon_sha256": "6e1c1e5458ac31844eaffe0cc71d80c5a62b35c03f06d02fd1714ce2c09d3594"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.06099",
    "kind": "arxiv",
    "version": 1
  }
}