Pith. sign in
Pith Number

pith:LXBPFYKU

pith:2025:LXBPFYKU7L46BGTNHS4WXUIUKF
not attested not anchored not stored refs pending

Do Biased Models Have Biased Thoughts?

Abdelrahman Zayed, Reem Abdel-Salam, Shivank Garg, Swati Rajwal

arxiv:2508.06671 v2 · 2025-08-08 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{LXBPFYKU7L46BGTNHS4WXUIUKF}

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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 2026-07-05T11:52:24.059430Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5dc2f2e154faf9e09a6d3cb96bd11451686faa458364af32166c9be8258cf19c

Aliases

arxiv: 2508.06671 · arxiv_version: 2508.06671v2 · doi: 10.48550/arxiv.2508.06671 · pith_short_12: LXBPFYKU7L46 · pith_short_16: LXBPFYKU7L46BGTN · pith_short_8: LXBPFYKU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/LXBPFYKU7L46BGTNHS4WXUIUKF \
  | 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: 5dc2f2e154faf9e09a6d3cb96bd11451686faa458364af32166c9be8258cf19c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "18c00a97f1a0554585add118e1f9085bd34238fb53ea68c2cb5287debb0b2fe4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-08T19:41:20Z",
    "title_canon_sha256": "98ab3b1b68a577bb3b2efbb9b562ea5bb3921d73c7dc900ff5dc5220370e4dfc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.06671",
    "kind": "arxiv",
    "version": 2
  }
}