Pith. sign in
Pith Number

pith:C5APVGU3

pith:2022:C5APVGU3HP4QB3LUTUSPPYEYTB
not attested not anchored not stored refs pending

An Equal-Size Hard EM Algorithm for Diverse Dialogue Generation

Lili Mou, Yanshuai Cao, Yongchang Hao, Yuqiao Wen

arxiv:2209.14627 v2 · 2022-09-29 · cs.CL · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{C5APVGU3HP4QB3LUTUSPPYEYTB}

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 2026-07-05T05:54:31.544397Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1740fa9a9b3bf900ed749d24f7e09898522138cc28d93192cf4fcd17afbdd81e

Aliases

arxiv: 2209.14627 · arxiv_version: 2209.14627v2 · doi: 10.48550/arxiv.2209.14627 · pith_short_12: C5APVGU3HP4Q · pith_short_16: C5APVGU3HP4QB3LU · pith_short_8: C5APVGU3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/C5APVGU3HP4QB3LUTUSPPYEYTB \
  | 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: 1740fa9a9b3bf900ed749d24f7e09898522138cc28d93192cf4fcd17afbdd81e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "41939dc22443b0cc7bc1d32a87f0f68fa6713fff12dc72e7f9588d930c3ba941",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-09-29T08:41:32Z",
    "title_canon_sha256": "9ce094ace4d43f6072f3c67e3d6ce218c43c3ee477d1bea7444472810fd3f150"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.14627",
    "kind": "arxiv",
    "version": 2
  }
}