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Pith Number

pith:3NPE2CNK

pith:2017:3NPE2CNKVOVEMYLU27CU2SJMLT
not attested not anchored not stored refs pending

Investigation of Language Understanding Impact for Reinforcement Learning Based Dialogue Systems

Asli Celikyilmaz, Jianfeng Gao, Lihong Li, Xiujun Li, Yun-Nung Chen

arxiv:1703.07055 v1 · 2017-03-21 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{3NPE2CNKVOVEMYLU27CU2SJMLT}

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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.
Receipt and verification
First computed 2026-05-18T00:48:11.461390Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

db5e4d09aaabaa466174d7c54d492c5ccdc527c6cb8f0300d8dc4c0db4a31d84

Aliases

arxiv: 1703.07055 · arxiv_version: 1703.07055v1 · doi: 10.48550/arxiv.1703.07055 · pith_short_12: 3NPE2CNKVOVE · pith_short_16: 3NPE2CNKVOVEMYLU · pith_short_8: 3NPE2CNK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3NPE2CNKVOVEMYLU27CU2SJMLT \
  | 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: db5e4d09aaabaa466174d7c54d492c5ccdc527c6cb8f0300d8dc4c0db4a31d84
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "61348dfc0887a476e9ede5c6b65ab51c816d894133960f5dc2085ebeaba468e4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2017-03-21T04:56:14Z",
    "title_canon_sha256": "5e218300d2ca64a4d2f9d977c76bff3e165948d2f1af47c12ee1d68f003e8ae1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1703.07055",
    "kind": "arxiv",
    "version": 1
  }
}