Pith Number

pith:CPZY62QZ

pith:2024:CPZY62QZB5IOPECZG74ZCH3RGV

not attested not anchored not stored refs pending

Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language Models

Atharva Nijasure, Chris Samarinas, Hamed Zamani, Hansi Zeng, Julian Killingback, Pracha Promthaw

arxiv:2404.14772 v1 · 2024-04-23 · 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{CPZY62QZB5IOPECZG74ZCH3RGV}

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

Compiling Agentic Workflows into LLM Weights: Near-Frontier Quality at Two Orders of Magnitude Less Cost

Receipt and verification

First computed	2026-07-05T08:11:09.991957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13f38f6a190f50e7905937f9911f7135780f358df649c2a0f88744284ce95877

Aliases

arxiv: 2404.14772 · arxiv_version: 2404.14772v1 · doi: 10.48550/arxiv.2404.14772 · pith_short_12: CPZY62QZB5IO · pith_short_16: CPZY62QZB5IOPECZ · pith_short_8: CPZY62QZ

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/CPZY62QZB5IOPECZG74ZCH3RGV \
  | 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: 13f38f6a190f50e7905937f9911f7135780f358df649c2a0f88744284ce95877

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e81a6360269b09dbbedb0364385efbe72a3daf5e43186078deb47ba56ceac5e3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-23T06:23:34Z",
    "title_canon_sha256": "8ce075e6160b77b0dfd7356d7b9c67bfb52a8162b82f5edc98fdccd200183bd1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.14772",
    "kind": "arxiv",
    "version": 1
  }
}