pith. sign in
Pith Number

pith:6JGGMPKE

pith:2020:6JGGMPKEE5RN6Y3O577FQRWVWT
not attested not anchored not stored refs pending

Learning to Retrieve Entity-Aware Knowledge and Generate Responses with Copy Mechanism for Task-Oriented Dialogue Systems

Chao-Hong Tan, Dan Liu, Jia-Chen Gu, Quan Liu, Tianda Li, Xiaodan Zhu, Xiaoyu Yang, Yufei Feng, Zhen-Hua Ling, Zi'ou Zheng

arxiv:2012.11937 v1 · 2020-12-22 · cs.CL · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6JGGMPKEE5RN6Y3O577FQRWVWT}

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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 2026-07-05T02:01:23.160082Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f24c663d442762df636eeffe5846d5b4fb348e5ff506a888f0fddbbd4b08236e

Aliases

arxiv: 2012.11937 · arxiv_version: 2012.11937v1 · doi: 10.48550/arxiv.2012.11937 · pith_short_12: 6JGGMPKEE5RN · pith_short_16: 6JGGMPKEE5RN6Y3O · pith_short_8: 6JGGMPKE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6JGGMPKEE5RN6Y3O577FQRWVWT \
  | 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: f24c663d442762df636eeffe5846d5b4fb348e5ff506a888f0fddbbd4b08236e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ac254c21c7c4ada25f090b0ac499aee18825e28c72a37e1ef83764191896efa6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-12-22T11:36:37Z",
    "title_canon_sha256": "fb6d08e7db1be9a088c9afd3e8a16f2756e9aa171d9c67fca72d9d7dc92db51e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.11937",
    "kind": "arxiv",
    "version": 1
  }
}