Pith Number

pith:FS3WVDPD

pith:2020:FS3WVDPDW3V7FR4T6VWSGXXEWL

not attested not anchored not stored refs pending

Fine-Tuning BERT for Schema-Guided Zero-Shot Dialogue State Tracking

Jia-Chen Gu, Quan Liu, Yu-Ping Ruan, Zhen-Hua Ling

arxiv:2002.00181 v1 · 2020-02-01 · 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{FS3WVDPDW3V7FR4T6VWSGXXEWL}

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

MemGuide: Intent-Driven Memory Selection for Goal-Oriented Multi-Session LLM Agents

Receipt and verification

First computed	2026-07-05T00:37:52.522216Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2cb76a8de3b6ebf2c793f56d235ee4b2ff07230899605a8a0486d60ee0b7a50a

Aliases

arxiv: 2002.00181 · arxiv_version: 2002.00181v1 · doi: 10.48550/arxiv.2002.00181 · pith_short_12: FS3WVDPDW3V7 · pith_short_16: FS3WVDPDW3V7FR4T · pith_short_8: FS3WVDPD

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/FS3WVDPDW3V7FR4T6VWSGXXEWL \
  | 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: 2cb76a8de3b6ebf2c793f56d235ee4b2ff07230899605a8a0486d60ee0b7a50a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "441a902f47b93a8e02d460d22fd666899b60c8875db25726bf26482cf0ad887b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-02-01T10:00:06Z",
    "title_canon_sha256": "f3b66549b1c35fe5de6e3453d111332e749b36b68c3d012a9c0a23c79ada4b76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.00181",
    "kind": "arxiv",
    "version": 1
  }
}