pith. sign in
Pith Number

pith:KFFZTYOR

pith:2023:KFFZTYORDEZTXV3R3F5OTWY5G2
not attested not anchored not stored refs pending

FutureTOD: Teaching Future Knowledge to Pre-trained Language Model for Task-Oriented Dialogue

Chen Zeng, Jingang Wang, Keqing He, Weihao Zeng, Weiran Xu, Yejie Wang, Yunsen Xian

arxiv:2306.10315 v1 · 2023-06-17 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KFFZTYORDEZTXV3R3F5OTWY5G2}

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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 2026-07-05T06:21:36.349893Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

514b99e1d119333bd771d97ae9db1d369d881ac8ba377ae738a114e24d22c9b3

Aliases

arxiv: 2306.10315 · arxiv_version: 2306.10315v1 · doi: 10.48550/arxiv.2306.10315 · pith_short_12: KFFZTYORDEZT · pith_short_16: KFFZTYORDEZTXV3R · pith_short_8: KFFZTYOR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KFFZTYORDEZTXV3R3F5OTWY5G2 \
  | 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: 514b99e1d119333bd771d97ae9db1d369d881ac8ba377ae738a114e24d22c9b3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3eb32d171493e1b453fb3071ace09cf20078bcf68e768a9d63b145b52f2fee15",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-06-17T10:40:07Z",
    "title_canon_sha256": "341c61fb3181b6e89b07fc04552e5fac13793f5c27a1d41020ad232874a52acf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.10315",
    "kind": "arxiv",
    "version": 1
  }
}