Pith Number

pith:IOPLOM4M

pith:2022:IOPLOM4M3ZPY4CNH744HDBCJRT

not attested not anchored not stored refs pending

A Comparative Study on Language Models for Task-Oriented Dialogue Systems

Ayu Purwarianti, Genta Indra Winata, Vinsen Marselino Andreas

arxiv:2201.08687 v1 · 2022-01-21 · cs.CL

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\usepackage{pith}
\pithnumber{IOPLOM4M3ZPY4CNH744HDBCJRT}

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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

RepCali: High Efficient Fine-tuning Via Representation Calibration in Latent Space for Pre-trained Language Models

Receipt and verification

First computed	2026-07-05T03:50:31.412739Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

439eb7338cde5f8e09a7ff387184498cecdd8eedf254160fcbaddaa446e4a158

Aliases

arxiv: 2201.08687 · arxiv_version: 2201.08687v1 · doi: 10.48550/arxiv.2201.08687 · pith_short_12: IOPLOM4M3ZPY · pith_short_16: IOPLOM4M3ZPY4CNH · pith_short_8: IOPLOM4M

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/IOPLOM4M3ZPY4CNH744HDBCJRT \
  | 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: 439eb7338cde5f8e09a7ff387184498cecdd8eedf254160fcbaddaa446e4a158

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e23ba47ce5868dbba35d22f281f18aaf7225e4bd62c5d31a9ece7727a78602f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-01-21T13:24:25Z",
    "title_canon_sha256": "62e5aa16099776b1c026075b8c967428185ed2c20c88f5eeb2cd75bc114cf324"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.08687",
    "kind": "arxiv",
    "version": 1
  }
}