Pith. sign in
Pith Number

pith:MN6X5BZN

pith:2023:MN6X5BZN57BUVGIZLPT6NE3YKG
not attested not anchored not stored refs pending

Multi-Task End-to-End Training Improves Conversational Recommendation

Ambarish Jash, Dima Kuzmin, Ellie Ka In Chio, Judith Yue Li, Moustafa Farid Alzantot, Naveen Ram, Santiago Ontanon

arxiv:2305.06218 v1 · 2023-05-08 · cs.CL · cs.AI · cs.IR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MN6X5BZN57BUVGIZLPT6NE3YKG}

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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 2026-07-05T06:09:00.838340Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

637d7e872defc34a99195be7e69378519686df78141692fedc667f3f962d5f37

Aliases

arxiv: 2305.06218 · arxiv_version: 2305.06218v1 · doi: 10.48550/arxiv.2305.06218 · pith_short_12: MN6X5BZN57BU · pith_short_16: MN6X5BZN57BUVGIZ · pith_short_8: MN6X5BZN
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MN6X5BZN57BUVGIZLPT6NE3YKG \
  | 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: 637d7e872defc34a99195be7e69378519686df78141692fedc667f3f962d5f37
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e1534a0a4852fbb9c8328f0e7dfaf64e5f76590c2b21538996d8b7d509f1f406",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-08T22:42:48Z",
    "title_canon_sha256": "0c3c44b1561052235b7809e6f7a2c7026babf8f272ed24371022a80fa215e656"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.06218",
    "kind": "arxiv",
    "version": 1
  }
}