Pith Number

pith:QKWBUE7H

pith:2022:QKWBUE7HZOA2EF7GSBINZOQNGN

not attested not anchored not stored refs pending

Precognition in Task-oriented Dialogue Understanding: Posterior Regularization by Future Context

Bingzhu Du, Chao Liu, Nan Su, Yongliang Wang, Yuchi Zhang

arxiv:2203.03244 v1 · 2022-03-07 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QKWBUE7HZOA2EF7GSBINZOQNGN}

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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

Transition-Matrix Regularization for Next Dialogue Act Prediction in Counselling Conversations

Receipt and verification

First computed	2026-07-05T04:02:32.742254Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82ac1a13e7cb81a217e69050dcba0d334fa82f073e8f051d5cddd14830f194ad

Aliases

arxiv: 2203.03244 · arxiv_version: 2203.03244v1 · doi: 10.48550/arxiv.2203.03244 · pith_short_12: QKWBUE7HZOA2 · pith_short_16: QKWBUE7HZOA2EF7G · pith_short_8: QKWBUE7H

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/QKWBUE7HZOA2EF7GSBINZOQNGN \
  | 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: 82ac1a13e7cb81a217e69050dcba0d334fa82f073e8f051d5cddd14830f194ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6a4214e152ffa31c4c3e989f16849a5d72b598930a73127236c7a7ea610c718",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-03-07T09:58:50Z",
    "title_canon_sha256": "a340ace4072bf80b04e2cd05fc3edceaadf223ade580b82ba5946196e8afbce7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.03244",
    "kind": "arxiv",
    "version": 1
  }
}