Pith Number

pith:ECPQH7HP

pith:2019:ECPQH7HPTVLCEIIO7HY6HQ6UEL

not attested not anchored not stored refs pending

TransferTransfo: A Transfer Learning Approach for Neural Network Based Conversational Agents

Clement Delangue, Julien Chaumond, Thomas Wolf, Victor Sanh

arxiv:1901.08149 v2 · 2019-01-23 · 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{ECPQH7HPTVLCEIIO7HY6HQ6UEL}

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.

Cited by

1 paper in Pith

PeReGrINE: Evaluating Personalized Review Fidelity with User Item Graph Context

Receipt and verification

First computed	2026-05-17T23:54:53.102686Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

209f03fcef9d5622210ef9f1e3c3d422f490a9406d0ecdffe432599e7f1bbfce

Aliases

arxiv: 1901.08149 · arxiv_version: 1901.08149v2 · doi: 10.48550/arxiv.1901.08149 · pith_short_12: ECPQH7HPTVLC · pith_short_16: ECPQH7HPTVLCEIIO · pith_short_8: ECPQH7HP

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/ECPQH7HPTVLCEIIO7HY6HQ6UEL \
  | 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: 209f03fcef9d5622210ef9f1e3c3d422f490a9406d0ecdffe432599e7f1bbfce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c449f9991a1a78bba04e4c5278fbedef090166a6b4721a7bf54853be481c6731",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-01-23T22:08:01Z",
    "title_canon_sha256": "b60b66c1ee7268de9b552129c990063f746303de72b80865f1c36639369d3d68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.08149",
    "kind": "arxiv",
    "version": 2
  }
}