Pith Number

pith:XPVZU4A4

pith:2025:XPVZU4A4CAGRTUL4OFEQP5UXKD

not attested not anchored not stored refs pending

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens

Abdullah Mushtaq, Ibrahim Ghaznavi, Junaid Qadir, Muhammad Imran Taj, Muhammad Rafay Naeem

arxiv:2501.03259 v1 · 2025-01-02 · cs.CL · cs.AI · cs.CY · cs.LG · 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{XPVZU4A4CAGRTUL4OFEQP5UXKD}

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	2026-07-05T09:57:51.459117Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bbeb9a701c100d19d17c714907f69750ed7f20fd25e8b5570b8b78d3a4ba7399

Aliases

arxiv: 2501.03259 · arxiv_version: 2501.03259v1 · doi: 10.48550/arxiv.2501.03259 · pith_short_12: XPVZU4A4CAGR · pith_short_16: XPVZU4A4CAGRTUL4 · pith_short_8: XPVZU4A4

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/XPVZU4A4CAGRTUL4OFEQP5UXKD \
  | 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: bbeb9a701c100d19d17c714907f69750ed7f20fd25e8b5570b8b78d3a4ba7399

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a535b448809ecf10d7bebf0ac3029181127e33f0ff08735b75c8b4f123b19827",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-02T11:27:08Z",
    "title_canon_sha256": "3e1be71558d5e4196d893abfbbbd4e876bc830e7a503986b36b946fc53e3197e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.03259",
    "kind": "arxiv",
    "version": 1
  }
}