Pith. sign in
Pith Number

pith:BLKURIMS

pith:2022:BLKURIMSDBKKIY54PBEMNMXKTX
not attested not anchored not stored refs pending

KRLS: Improving End-to-End Response Generation in Task Oriented Dialog with Reinforced Keywords Learning

Kun Qian, Qingyang Wu, Xiao Yu, Zhou Yu

arxiv:2211.16773 v5 · 2022-11-30 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{BLKURIMSDBKKIY54PBEMNMXKTX}

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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 2026-07-05T07:02:47.791997Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

0ad548a1921854a463bc7848c6b2ea9dffa8bb2e67656128e0d055f91f652e5f

Aliases

arxiv: 2211.16773 · arxiv_version: 2211.16773v5 · doi: 10.48550/arxiv.2211.16773 · pith_short_12: BLKURIMSDBKK · pith_short_16: BLKURIMSDBKKIY54 · pith_short_8: BLKURIMS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/BLKURIMSDBKKIY54PBEMNMXKTX \
  | 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: 0ad548a1921854a463bc7848c6b2ea9dffa8bb2e67656128e0d055f91f652e5f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "780118b4df8b6e3b68e4fa21755edc59148c5b1d82f72f672a8ffb2fc0dc6faf",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-11-30T06:27:46Z",
    "title_canon_sha256": "4ded85d4a11b72e20f174c629b1ea093463aa63fe046abb8d3633ba99823c773"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.16773",
    "kind": "arxiv",
    "version": 5
  }
}