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Pith Number

pith:62YH447N

pith:2021:62YH447NMEDPS5WIQYNU7BCZLX
not attested not anchored not stored refs pending

GALAXY: A Generative Pre-trained Model for Task-Oriented Dialog with Semi-Supervised Learning and Explicit Policy Injection

Dermot Liu, Fei Huang, Jian Sun, Luo Si, Min Yang, Peng Jiang, Wanwei He, Yinhe Zheng, Yinpei Dai, Yongbin Li, Yuchuan Wu, Zheng Cao

arxiv:2111.14592 v8 · 2021-11-29 · cs.CL

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\usepackage{pith}
\pithnumber{62YH447NMEDPS5WIQYNU7BCZLX}

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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.

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1 paper in Pith

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First computed 2026-07-05T04:09:16.678080Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f6b07e73ed6106f976c8861b4f84595ddf6668247360deee76b8d7dcf1802349

Aliases

arxiv: 2111.14592 · arxiv_version: 2111.14592v8 · doi: 10.48550/arxiv.2111.14592 · pith_short_12: 62YH447NMEDP · pith_short_16: 62YH447NMEDPS5WI · pith_short_8: 62YH447N
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/62YH447NMEDPS5WIQYNU7BCZLX \
  | 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: f6b07e73ed6106f976c8861b4f84595ddf6668247360deee76b8d7dcf1802349
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d9c9196ea6ddd0cec74207648d9e9a4eca949abbdef5e22308be44d36173243b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-11-29T15:24:36Z",
    "title_canon_sha256": "dc753e80e568adf95147cce3bb65985fcc28f4c3c4189ea1d4a73833cc4209d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.14592",
    "kind": "arxiv",
    "version": 8
  }
}