Pith. sign in
Pith Number

pith:GT6YJ7RA

pith:2025:GT6YJ7RAULY5CVXT6UHQRTENGD
not attested not anchored not stored refs pending

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine

Iniakpokeikiye Peter Thompson, Reiter Ehud, Yi Dewei

arxiv:2509.04478 v1 · 2025-08-30 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GT6YJ7RAULY5CVXT6UHQRTENGD}

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 2026-07-05T12:05:23.781060Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

34fd84fe20a2f1d156f3f50f08cc8d30fae9b64bc97e4d783bf016576e4a1c2c

Aliases

arxiv: 2509.04478 · arxiv_version: 2509.04478v1 · doi: 10.48550/arxiv.2509.04478 · pith_short_12: GT6YJ7RAULY5 · pith_short_16: GT6YJ7RAULY5CVXT · pith_short_8: GT6YJ7RA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GT6YJ7RAULY5CVXT6UHQRTENGD \
  | 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: 34fd84fe20a2f1d156f3f50f08cc8d30fae9b64bc97e4d783bf016576e4a1c2c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e6470b832a28c7e256de884ac11c643a21fa6918651a135b8f6f91e61d740a20",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-30T16:35:53Z",
    "title_canon_sha256": "e62c3d1376e7c97bda2388c75b996e1a4be3aa119b8a78d5a6fc260eb3d39f8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.04478",
    "kind": "arxiv",
    "version": 1
  }
}