Pith Number

pith:BCDRNTEC

pith:2022:BCDRNTECU7VEMPSZNQZW6IBZN2

not attested not anchored not stored refs pending

In-Context Learning for Few-Shot Dialogue State Tracking

Chia-Hsuan Lee, Mari Ostendorf, Noah A. Smith, Tao Yu, Tianbao Xie, Yushi Hu

arxiv:2203.08568 v3 · 2022-03-16 · 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{BCDRNTECU7VEMPSZNQZW6IBZN2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

GEM: Graph-Enhanced Mixture-of-Experts with ReAct Agents for Dialogue State Tracking

Receipt and verification

First computed	2026-07-05T05:10:36.973653Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

088716cc82a7ea463e596c336f20396ea3af7c81763c154b1a362b1aecd76826

Aliases

arxiv: 2203.08568 · arxiv_version: 2203.08568v3 · doi: 10.48550/arxiv.2203.08568 · pith_short_12: BCDRNTECU7VE · pith_short_16: BCDRNTECU7VEMPSZ · pith_short_8: BCDRNTEC

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/BCDRNTECU7VEMPSZNQZW6IBZN2 \
  | 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: 088716cc82a7ea463e596c336f20396ea3af7c81763c154b1a362b1aecd76826

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c90b3496629e75ed88b82443afcf1b5441676e750fbba22de1edc1b24462cce",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-03-16T11:58:24Z",
    "title_canon_sha256": "55880f153e66d5f3536321b9b0cfca0e159427b5ab67507e835675669496cbc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.08568",
    "kind": "arxiv",
    "version": 3
  }
}