Pith. sign in
Pith Number

pith:6RTBVIRR

pith:2024:6RTBVIRRR7LFRHMMSS4E464N6A
not attested not anchored not stored refs pending

Enhancing Dialogue State Tracking Models through LLM-backed User-Agents Simulation

Cheng Niu, Juntong Song, Tong Zhang, Xingguang Wang, Xuxin Cheng

arxiv:2405.13037 v1 · 2024-05-17 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{6RTBVIRRR7LFRHMMSS4E464N6A}

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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 2026-07-05T08:21:56.569256Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f4661aa2318fd6589d8c94b84e7b8df00b7b3afde399f44ada40075fac63a530

Aliases

arxiv: 2405.13037 · arxiv_version: 2405.13037v1 · doi: 10.48550/arxiv.2405.13037 · pith_short_12: 6RTBVIRRR7LF · pith_short_16: 6RTBVIRRR7LFRHMM · pith_short_8: 6RTBVIRR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6RTBVIRRR7LFRHMMSS4E464N6A \
  | 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: f4661aa2318fd6589d8c94b84e7b8df00b7b3afde399f44ada40075fac63a530
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "663b8b43fbd04f18e122803e1bff6f3d53ece4cd2e15611417f66ee04a4e29cb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-17T07:00:05Z",
    "title_canon_sha256": "517c21a6ce6258910fdfa36d41a265ae0943c95ba8adfa51bd764e0197ad2015"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13037",
    "kind": "arxiv",
    "version": 1
  }
}