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Pith Number

pith:WOF55X4Y

pith:2023:WOF55X4YPAMJO7IFMRCF36ORWR
not attested not anchored not stored refs pending

Decoder-Only or Encoder-Decoder? Interpreting Language Model as a Regularized Encoder-Decoder

Anthony Man-Cho So, Nigel Collier, Qian Yu, Shengding Hu, Wai Lam, Zhiyuan Liu, Zihao Fu

arxiv:2304.04052 v1 · 2023-04-08 · cs.CL · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WOF55X4YPAMJO7IFMRCF36ORWR}

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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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T05:59:10.693211Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b38bdedf987818977d0564445df9d1b44f5872eb39804964456b0c4170fbf5da

Aliases

arxiv: 2304.04052 · arxiv_version: 2304.04052v1 · doi: 10.48550/arxiv.2304.04052 · pith_short_12: WOF55X4YPAMJ · pith_short_16: WOF55X4YPAMJO7IF · pith_short_8: WOF55X4Y
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WOF55X4YPAMJO7IFMRCF36ORWR \
  | 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: b38bdedf987818977d0564445df9d1b44f5872eb39804964456b0c4170fbf5da
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "426a5b29018c2fd57634b832074ce15ede040a31cef74b83aaa569ec8fc7af2a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-04-08T15:44:29Z",
    "title_canon_sha256": "dd293bf5c97163b3afcc9974041612e166830ac3c0d3ce3e78604e5a23985a35"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.04052",
    "kind": "arxiv",
    "version": 1
  }
}