Pith Number

pith:STUIXS52

pith:2015:STUIXS52I27NO5ZUUSK2IQSBKQ

not attested not anchored not stored refs pending

Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems

David Vandyke, Milica Gasic, Nikola Mrksic, Pei-Hao Su, Steve Young, Tsung-Hsien Wen

arxiv:1508.01745 v2 · 2015-08-07 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{STUIXS52I27NO5ZUUSK2IQSBKQ}

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

1 paper in Pith

Deep Learning using Rectified Linear Units (ReLU)

Receipt and verification

First computed	2026-05-18T01:34:44.883153Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

94e88bcbba46bed77734a495a4424154246d9bc09c478cb3fbc6e6a18d282392

Aliases

arxiv: 1508.01745 · arxiv_version: 1508.01745v2 · doi: 10.48550/arxiv.1508.01745 · pith_short_12: STUIXS52I27N · pith_short_16: STUIXS52I27NO5ZU · pith_short_8: STUIXS52

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/STUIXS52I27NO5ZUUSK2IQSBKQ \
  | 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: 94e88bcbba46bed77734a495a4424154246d9bc09c478cb3fbc6e6a18d282392

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08859a8926493fa035979dfc152d6e7b3460f46f5c03d90596b0c2c9759aaef5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2015-08-07T16:16:44Z",
    "title_canon_sha256": "fc1d5aae8091ce3d2d9e9584fc3ac4625b0ad1ce501a3428405f86de1f64dc89"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1508.01745",
    "kind": "arxiv",
    "version": 2
  }
}