Pith Number

pith:VQP7XGBH

pith:2025:VQP7XGBHURKUR64JGFFAMTGUBO

not attested not anchored not stored refs pending

A Computational Approach to Modeling Conversational Systems: Analyzing Large-Scale Quasi-Patterned Dialogue Flows

Mohamed Achref Ben Ammar, Mohamed Taha Bennani

arxiv:2507.13544 v1 · 2025-07-17 · 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{VQP7XGBHURKUR64JGFFAMTGUBO}

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	2026-07-05T11:39:18.994336Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac1ffb9827a45548fb89314a064cd40ba56fc2aaf0d0e40eceef280e6a1b735e

Aliases

arxiv: 2507.13544 · arxiv_version: 2507.13544v1 · doi: 10.48550/arxiv.2507.13544 · pith_short_12: VQP7XGBHURKU · pith_short_16: VQP7XGBHURKUR64J · pith_short_8: VQP7XGBH

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/VQP7XGBHURKUR64JGFFAMTGUBO \
  | 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: ac1ffb9827a45548fb89314a064cd40ba56fc2aaf0d0e40eceef280e6a1b735e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab44ef301bdd0ff888f0325faca8a903ab67bd84e2cea59932253b00e64141ce",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-17T21:34:13Z",
    "title_canon_sha256": "fade38fe409e586de6098b3ada9c09e635b501090677bfb7bf7942968edf0664"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.13544",
    "kind": "arxiv",
    "version": 1
  }
}