Pith Number

pith:2RMAJEQH

pith:2025:2RMAJEQHFJI4CCHQ2GZFH4JXT4

not attested not anchored not stored refs pending

Empowering LLMs in Task-Oriented Dialogues: A Domain-Independent Multi-Agent Framework and Fine-Tuning Strategy

Baoxun Wang, Bowen Wu, Hailong Cao, Tiejun Zhao, Weihong Zhong, Xiaoxue Wang, Ying Li, Zhen Xu, Zihao Feng

arxiv:2505.14299 v1 · 2025-05-20 · cs.MA

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2RMAJEQHFJI4CCHQ2GZFH4JXT4}

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.

Receipt and verification

First computed	2026-07-05T11:05:59.295165Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4580492072a51c108f0d1b253f1379f2715e27f662ef1f954fec39c1744c908

Aliases

arxiv: 2505.14299 · arxiv_version: 2505.14299v1 · doi: 10.48550/arxiv.2505.14299 · pith_short_12: 2RMAJEQHFJI4 · pith_short_16: 2RMAJEQHFJI4CCHQ · pith_short_8: 2RMAJEQH

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/2RMAJEQHFJI4CCHQ2GZFH4JXT4 \
  | 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: d4580492072a51c108f0d1b253f1379f2715e27f662ef1f954fec39c1744c908

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c04ec675add484ea5f7fd1315ae2a2cf09738dde219d46c93e0cc4ef2ef93a3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-05-20T12:47:43Z",
    "title_canon_sha256": "bd1a965a56dff05e6499ee07d073bddd5eb4e40aca9994078091779a4b7bbefe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.14299",
    "kind": "arxiv",
    "version": 1
  }
}