Pith. sign in
Pith Number

pith:2JHJLFZI

pith:2024:2JHJLFZIKHL6TLKPFN3TODNEHR
not attested not anchored not stored refs pending

Intent-driven In-context Learning for Few-shot Dialogue State Tracking

Ying Shen, Zhe Xu, Zihao Yi

arxiv:2412.03270 v1 · 2024-12-04 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2JHJLFZIKHL6TLKPFN3TODNEHR}

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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 2026-07-05T09:44:27.206976Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d24e95972851d7e9ad4f2b77370da43c4dd87f7bbedb96f6726ccc2f82d26c8d

Aliases

arxiv: 2412.03270 · arxiv_version: 2412.03270v1 · doi: 10.48550/arxiv.2412.03270 · pith_short_12: 2JHJLFZIKHL6 · pith_short_16: 2JHJLFZIKHL6TLKP · pith_short_8: 2JHJLFZI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2JHJLFZIKHL6TLKPFN3TODNEHR \
  | 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: d24e95972851d7e9ad4f2b77370da43c4dd87f7bbedb96f6726ccc2f82d26c8d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "12d94326bb5a1b6c81bf8910a7667c9cac7cc71ec1e0085c4fc0ac5c4854cf7e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-04T12:25:41Z",
    "title_canon_sha256": "b89abf6364c22e0a3ad340242533088d4d84dc55b4eb4a513c1495a5b7ba3e8e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03270",
    "kind": "arxiv",
    "version": 1
  }
}