Pith Number

pith:VJYZAWA4

pith:2016:VJYZAWA4BNBH5FQXQO2NYH6WBP

not attested not anchored not stored refs pending

A Network-based End-to-End Trainable Task-oriented Dialogue System

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

arxiv:1604.04562 v3 · 2016-04-15 · cs.CL · cs.AI · cs.NE · stat.ML

Open paper page JSON Open Graph Bundle Merged state What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VJYZAWA4BNBH5FQXQO2NYH6WBP}

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.

Cited by

3 papers in Pith

Dual Hierarchical Dialogue Policy Learning for Legal Inquisitive Conversational Agents

Ethical and social risks of harm from Language Models

Receipt and verification

First computed	2026-05-18T00:45:54.435926Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa7190581c0b427e961783b4dc1fd60bd8b1ddf00b94d2bdcaa925a43daab021

Aliases

arxiv: 1604.04562 · arxiv_version: 1604.04562v3 · doi: 10.48550/arxiv.1604.04562 · pith_short_12: VJYZAWA4BNBH · pith_short_16: VJYZAWA4BNBH5FQX · pith_short_8: VJYZAWA4

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/VJYZAWA4BNBH5FQXQO2NYH6WBP \
  | 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: aa7190581c0b427e961783b4dc1fd60bd8b1ddf00b94d2bdcaa925a43daab021

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c2b744edd428cb66be0762af35180f27ba08be567a56c81987d7a826be296650",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2016-04-15T16:40:49Z",
    "title_canon_sha256": "dab5438c29662b0c0b55b34dc9b5e3292c5a847dfa8145d398a807b539fdb21c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1604.04562",
    "kind": "arxiv",
    "version": 3
  }
}