pith. sign in
Pith Number

pith:JO5QWYQM

pith:2016:JO5QWYQMX6OGHAL26WORBBQFOV
not attested not anchored not stored refs pending

Conditional Generation and Snapshot Learning in Neural Dialogue Systems

David Vandyke, Lina M. Rojas-Barahona, Milica Gasic, Nikola Mrksic, Pei-Hao Su, Stefan Ultes, Steve Young, Tsung-Hsien Wen

arxiv:1606.03352 v1 · 2016-06-10 · cs.CL · cs.NE · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JO5QWYQMX6OGHAL26WORBBQFOV}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more

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 2026-05-18T01:12:37.073632Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4bbb0b620cbf9c63817af59d108605756466bb2fa8aeb0006b3183de453adf35

Aliases

arxiv: 1606.03352 · arxiv_version: 1606.03352v1 · doi: 10.48550/arxiv.1606.03352 · pith_short_12: JO5QWYQMX6OG · pith_short_16: JO5QWYQMX6OGHAL2 · pith_short_8: JO5QWYQM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JO5QWYQMX6OGHAL26WORBBQFOV \
  | 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: 4bbb0b620cbf9c63817af59d108605756466bb2fa8aeb0006b3183de453adf35
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "dc0ffec3064191b20193da2bf0d6f4578f623ed8231335dd1fd88963d5d8d097",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2016-06-10T14:56:19Z",
    "title_canon_sha256": "704d79c1eb3c5fb0cddb4f94b1055c643d5cbd3d1e3e70a6e626721b2eef2fe0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1606.03352",
    "kind": "arxiv",
    "version": 1
  }
}