Pith Number

pith:D6U2JGA7

pith:2024:D6U2JGA74PVODC7R3KFYPTLNYN

not attested not anchored not stored refs pending

Bias Amplification: Large Language Models as Increasingly Biased Media

Adriano Koshiyama, Jeremy Zhang, Navya Jain, Saloni Gupta, Skylar Lu, Xin Guan, Zekun Wu, Ze Wang

arxiv:2410.15234 v3 · 2024-10-19 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D6U2JGA74PVODC7R3KFYPTLNYN}

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.

Cited by

1 paper in Pith

Measuring Stereotype and Deviation Biases in Large Language Models

Receipt and verification

First computed	2026-07-05T11:07:15.778234Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1fa9a4981fe3eae18bf1da8b87cd6dc3797cb0d93c3c96058a7ea0907fe14777

Aliases

arxiv: 2410.15234 · arxiv_version: 2410.15234v3 · doi: 10.48550/arxiv.2410.15234 · pith_short_12: D6U2JGA74PVO · pith_short_16: D6U2JGA74PVODC7R · pith_short_8: D6U2JGA7

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/D6U2JGA74PVODC7R3KFYPTLNYN \
  | 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: 1fa9a4981fe3eae18bf1da8b87cd6dc3797cb0d93c3c96058a7ea0907fe14777

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ac5c5ec459033acc51209c595d6bfe23e475803119c1c2e58bf062d8c6f875e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-19T22:53:27Z",
    "title_canon_sha256": "94996b77bbb81249d1c2320cc573af3ba5b1c41d1f474e03affe29bc534fc9a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15234",
    "kind": "arxiv",
    "version": 3
  }
}