Pith Number

pith:QVQ6DU4B

pith:2018:QVQ6DU4BH6M37UD2JJG7U5EPT2

not attested not anchored not stored refs pending

A Reinforcement Learning-driven Translation Model for Search-Oriented Conversational Systems

Laure Soulier, Ludovic Denoyer, Wafa Aissa

arxiv:1809.01495 v1 · 2018-08-29 · cs.CL · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QVQ6DU4BH6M37UD2JJG7U5EPT2}

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	2026-05-18T00:06:27.456440Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8561e1d3813f99bfd07a4a4dfa748f9eb72fc7228207b2c6f004ab515e405b8d

Aliases

arxiv: 1809.01495 · arxiv_version: 1809.01495v1 · doi: 10.48550/arxiv.1809.01495 · pith_short_12: QVQ6DU4BH6M3 · pith_short_16: QVQ6DU4BH6M37UD2 · pith_short_8: QVQ6DU4B

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/QVQ6DU4BH6M37UD2JJG7U5EPT2 \
  | 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: 8561e1d3813f99bfd07a4a4dfa748f9eb72fc7228207b2c6f004ab515e405b8d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c83ba0377d6b873eb4c5c2f0d400d18b0043d0aaaf8c290aac38e0cec4d0a60d",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2018-08-29T15:11:49Z",
    "title_canon_sha256": "81dbca7952f4291ef72bc15c21b9d7f132ab314b576ca5d4e8b3dd61f8d945aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.01495",
    "kind": "arxiv",
    "version": 1
  }
}