Pith Number

pith:CTJWY2AN

pith:2025:CTJWY2ANDFQJYZDEQHHTDLD3ZT

not attested not anchored not stored refs pending

Warmup Generations: A Task-Agnostic Approach for Guiding Sequence-to-Sequence Learning with Unsupervised Initial State Generation

David Ifeoluwa Adelani, Jiayi Wang, Pontus Stenetorp, Senyu Li, Siva Reddy, Xue Liu, Zipeng Sun

arxiv:2502.12304 v1 · 2025-02-17 · 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{CTJWY2ANDFQJYZDEQHHTDLD3ZT}

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	2026-07-05T10:15:53.312983Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14d36c680d19609c646481cf31ac7bccd5f9636affba1a915f9885bd406a62d6

Aliases

arxiv: 2502.12304 · arxiv_version: 2502.12304v1 · doi: 10.48550/arxiv.2502.12304 · pith_short_12: CTJWY2ANDFQJ · pith_short_16: CTJWY2ANDFQJYZDE · pith_short_8: CTJWY2AN

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/CTJWY2ANDFQJYZDEQHHTDLD3ZT \
  | 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: 14d36c680d19609c646481cf31ac7bccd5f9636affba1a915f9885bd406a62d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe602ab38284c7808e40acf79c53b406880a7d3aa5865980b2ce9ae18d770ac3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-17T20:23:42Z",
    "title_canon_sha256": "c2e6542129dae32a03a93e79614c239a506faacb45878a09260b63a16dd51e26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12304",
    "kind": "arxiv",
    "version": 1
  }
}