Pith. sign in
Pith Number

pith:U5UTZFXQ

pith:2018:U5UTZFXQ2DICYRYLZQGROHKVID
not attested not anchored not stored refs pending

Training Millions of Personalized Dialogue Agents

Antoine Bordes, Martin Raison, Pierre-Emmanuel Mazar\'e, Samuel Humeau

arxiv:1809.01984 v1 · 2018-09-06 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{U5UTZFXQ2DICYRYLZQGROHKVID}

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 2026-05-18T00:06:21.563034Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a7693c96f0d0d02c470bcc0d171d5540f553393ed015dc22f561e958e630a916

Aliases

arxiv: 1809.01984 · arxiv_version: 1809.01984v1 · doi: 10.48550/arxiv.1809.01984 · pith_short_12: U5UTZFXQ2DIC · pith_short_16: U5UTZFXQ2DICYRYL · pith_short_8: U5UTZFXQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/U5UTZFXQ2DICYRYLZQGROHKVID \
  | 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: a7693c96f0d0d02c470bcc0d171d5540f553393ed015dc22f561e958e630a916
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "397152966081e9df54169e70e6ec858e440352e92da04a01fa6a87cd341d77ed",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2018-09-06T13:36:40Z",
    "title_canon_sha256": "d30a60ba30249afcf2e7d22d374e4e3eeb277b78844fba97df0f33898079ec24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.01984",
    "kind": "arxiv",
    "version": 1
  }
}