Pith Number

pith:QWNMO3TA

pith:2016:QWNMO3TA6IXP2WOJEPDKKEF74L

not attested not anchored not stored refs pending

Generative Deep Neural Networks for Dialogue: A Short Review

Iulian Vlad Serban, Joelle Pineau, Laurent Charlin, Ryan Lowe

arxiv:1611.06216 v1 · 2016-11-18 · cs.CL · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QWNMO3TA6IXP2WOJEPDKKEF74L}

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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.

Cited by

2 papers in Pith

LaMDA: Language Models for Dialog Applications

The Rise and Potential of Large Language Model Based Agents: A Survey

Receipt and verification

First computed	2026-05-18T00:57:42.869004Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

859ac76e60f22efd59c923c6a510bfe2d8a94ded0aba179de32ef72b4923b166

Aliases

arxiv: 1611.06216 · arxiv_version: 1611.06216v1 · doi: 10.48550/arxiv.1611.06216 · pith_short_12: QWNMO3TA6IXP · pith_short_16: QWNMO3TA6IXP2WOJ · pith_short_8: QWNMO3TA

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/QWNMO3TA6IXP2WOJEPDKKEF74L \
  | 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: 859ac76e60f22efd59c923c6a510bfe2d8a94ded0aba179de32ef72b4923b166

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9b2ca5ae6a950e113e67d91548a441d3997ed6dc10c37434eee1e4d33fe901d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2016-11-18T20:11:51Z",
    "title_canon_sha256": "9b84f54b3b8323714d296a08f6b31f5261cf002d26c8e73e76c779a93fd217da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.06216",
    "kind": "arxiv",
    "version": 1
  }
}