Pith Number

pith:VERRE3F6

pith:2024:VERRE3F6AHNFP7DKY6WMIU554U

not attested not anchored not stored refs pending

The Life Cycle of Large Language Models: A Review of Biases in Education

Christopher Brooks, Jinsook Lee, Ren\'e F. Kizilcec, Renzhe Yu, Yann Hicke

arxiv:2407.11203 v1 · 2024-06-03 · cs.CY · 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{VERRE3F6AHNFP7DKY6WMIU554U}

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	2026-07-05T08:44:20.536429Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a923126cbe01da57fc6ac7acc453bde535fa0f7082ceb3136e96d935eedace47

Aliases

arxiv: 2407.11203 · arxiv_version: 2407.11203v1 · doi: 10.48550/arxiv.2407.11203 · pith_short_12: VERRE3F6AHNF · pith_short_16: VERRE3F6AHNFP7DK · pith_short_8: VERRE3F6

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/VERRE3F6AHNFP7DKY6WMIU554U \
  | 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: a923126cbe01da57fc6ac7acc453bde535fa0f7082ceb3136e96d935eedace47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba33430fbbb2a02ca7b2e0d3fc78c58c11c7679c51a7b58879c089ad6b409a74",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2024-06-03T18:00:28Z",
    "title_canon_sha256": "19908435410b51a5c62629fab16682d555648c0653031ad723f4047a6d953f1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.11203",
    "kind": "arxiv",
    "version": 1
  }
}