Pith Number

pith:GRF3L43E

pith:2019:GRF3L43E2PLNGYZD2AZ5DMNBIC

not attested not anchored not stored refs pending

Hello, It's GPT-2 -- How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue Systems

Ivan Vuli\'c, Pawe{\l} Budzianowski

arxiv:1907.05774 v2 · 2019-07-12 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GRF3L43E2PLNGYZD2AZ5DMNBIC}

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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

3 papers in Pith

CRONOS: Enhancing Deep Learning with Scalable GPU Accelerated Convex Neural Networks

DuIVRS-2: An LLM-based Interactive Voice Response System for Large-scale POI Attribute Acquisition

Lost in the Tower of Babel: The Adverse Effects of Incidental Multilingualism in LLMs

Receipt and verification

First computed	2026-07-04T23:51:24.084997Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

344bb5f364d3d6d36323d033d1b1a1409a60aebe908837a5c09a80c0d6208783

Aliases

arxiv: 1907.05774 · arxiv_version: 1907.05774v2 · doi: 10.48550/arxiv.1907.05774 · pith_short_12: GRF3L43E2PLN · pith_short_16: GRF3L43E2PLNGYZD · pith_short_8: GRF3L43E

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/GRF3L43E2PLNGYZD2AZ5DMNBIC \
  | 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: 344bb5f364d3d6d36323d033d1b1a1409a60aebe908837a5c09a80c0d6208783

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30c96f7d267bc81e79922ea4ba42269b56e1e4eb17ffc1d054a005d240c7f7de",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-07-12T14:55:06Z",
    "title_canon_sha256": "05d023fbdf468ae13f17407d85442e9ace22a77a29c06cb46bb88c991669c552"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.05774",
    "kind": "arxiv",
    "version": 2
  }
}