Pith Number

pith:EGGUEICS

pith:2020:EGGUEICS6QSJG3FYBNQQRVPDMS

not attested not anchored not stored refs pending

Learning Goal-oriented Dialogue Policy with Opposite Agent Awareness

Lizi Liao, Minlie Huang, Tat-Seng Chua, Xiaoyan Zhu, Yan Huang, Zheng Zhang, Zitao Liu

arxiv:2004.09731 v1 · 2020-04-21 · cs.CL

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\usepackage{pith}
\pithnumber{EGGUEICS6QSJG3FYBNQQRVPDMS}

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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

Tailored Conversations beyond LLMs: A RL-Based Dialogue Manager

Receipt and verification

First computed	2026-07-05T00:56:53.100862Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

218d422052f424936cb80b6108d5e36495fe63ab6bd28ece7b3686563994b117

Aliases

arxiv: 2004.09731 · arxiv_version: 2004.09731v1 · doi: 10.48550/arxiv.2004.09731 · pith_short_12: EGGUEICS6QSJ · pith_short_16: EGGUEICS6QSJG3FY · pith_short_8: EGGUEICS

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/EGGUEICS6QSJG3FYBNQQRVPDMS \
  | 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: 218d422052f424936cb80b6108d5e36495fe63ab6bd28ece7b3686563994b117

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2cc5ce7650f3f64a084eb6325308829780a93558a29c6c656833c226ede62ea",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-04-21T03:13:44Z",
    "title_canon_sha256": "7f487c4604ae0e14c6d40ab7b440d92ddff2c67d3e44d14fe76b5865f551ca80"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2004.09731",
    "kind": "arxiv",
    "version": 1
  }
}