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Pith Number

pith:YGXYM4JT

pith:2021:YGXYM4JTVBOSKF45WJ4PFYOGVV
not attested not anchored not stored refs pending

BoB: BERT Over BERT for Training Persona-based Dialogue Models from Limited Personalized Data

Haoyu Song, Kaiyan Zhang, Ting Liu, Wei-Nan Zhang, Yan Wang

arxiv:2106.06169 v2 · 2021-06-11 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YGXYM4JTVBOSKF45WJ4PFYOGVV}

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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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T02:49:01.684340Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c1af867133a85d25179db278f2e1c6ad6fd93f538102744cfc03834314ad1cd2

Aliases

arxiv: 2106.06169 · arxiv_version: 2106.06169v2 · doi: 10.48550/arxiv.2106.06169 · pith_short_12: YGXYM4JTVBOS · pith_short_16: YGXYM4JTVBOSKF45 · pith_short_8: YGXYM4JT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YGXYM4JTVBOSKF45WJ4PFYOGVV \
  | 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: c1af867133a85d25179db278f2e1c6ad6fd93f538102744cfc03834314ad1cd2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "96ffef3cf2c85ecbaf71bcc5b9ede551e8d7c0a9a24a5dc26bdd347c035555c7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-06-11T05:02:05Z",
    "title_canon_sha256": "40dcf59057b5fb9e046a88f54feb7c85403e1a23642e0fe42f17a308cb46710f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.06169",
    "kind": "arxiv",
    "version": 2
  }
}