Pith Number

pith:AZSYDOSQ

pith:2019:AZSYDOSQJ6YTIZQUEN4AYM2LO7

not attested not anchored not stored refs pending

Modeling Multi-Action Policy for Task-Oriented Dialogues

Bing Liu, Hu Xu, Lei Shu, Piero Molino

arxiv:1908.11546 v1 · 2019-08-30 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AZSYDOSQJ6YTIZQUEN4AYM2LO7}

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	2026-07-05T00:00:37.667802Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

066581ba504fb134661423780c334b77ced2580313618efc65db78acd45574b5

Aliases

arxiv: 1908.11546 · arxiv_version: 1908.11546v1 · doi: 10.48550/arxiv.1908.11546 · pith_short_12: AZSYDOSQJ6YT · pith_short_16: AZSYDOSQJ6YTIZQU · pith_short_8: AZSYDOSQ

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/AZSYDOSQJ6YTIZQUEN4AYM2LO7 \
  | 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: 066581ba504fb134661423780c334b77ced2580313618efc65db78acd45574b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3a9441f17f6835ff0f0e24ae1a8287266aa4ed86a541f29066a3dcb7ea460a6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-08-30T06:15:35Z",
    "title_canon_sha256": "71c1172043b8364625f5b7e1142ee5b1fac460ac0d8fda812114835a6c267265"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.11546",
    "kind": "arxiv",
    "version": 1
  }
}