Pith. sign in
Pith Number

pith:YDFQ24U6

pith:2023:YDFQ24U6244GETZSYZRJ35BE2J
not attested not anchored not stored refs pending

Model-Generated Pretraining Signals Improves Zero-Shot Generalization of Text-to-Text Transformers

Alvin Cheung, Chenyan Xiong, Jianfeng Gao, Linyuan Gong, Payal Bajaj, XiaoDong Liu, Xia Song, Yiqing Xie

arxiv:2305.12567 v1 · 2023-05-21 · cs.CL

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\usepackage{pith}
\pithnumber{YDFQ24U6244GETZSYZRJ35BE2J}

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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.
Receipt and verification
First computed 2026-07-05T07:53:30.182944Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c0cb0d729ed738624f32c6629df424d25a4daaae6028dd832389a7d37ff0b018

Aliases

arxiv: 2305.12567 · arxiv_version: 2305.12567v1 · doi: 10.48550/arxiv.2305.12567 · pith_short_12: YDFQ24U6244G · pith_short_16: YDFQ24U6244GETZS · pith_short_8: YDFQ24U6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YDFQ24U6244GETZSYZRJ35BE2J \
  | 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: c0cb0d729ed738624f32c6629df424d25a4daaae6028dd832389a7d37ff0b018
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c8eccd48e62d105cf6a8b691e0cf6d37c5fea6010fd9b8a25a4917536caf27b2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-21T21:06:23Z",
    "title_canon_sha256": "748f6868493fe0b1f0253a75bc69ac25fc759856c9eaa6fc064cba21d1e860ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.12567",
    "kind": "arxiv",
    "version": 1
  }
}