Pith Number

pith:TIYVVITH

pith:2025:TIYVVITHT5VU6U7ALWAPMPIMTA

not attested not anchored not stored refs pending

MPF: Aligning and Debiasing Language Models post Deployment via Multi Perspective Fusion

Adriano Koshiyama, Emre Kazim, PeiHsin Lin, Ruibo Zhang, Xin Guan, Zekun Wu, Ze Wang

arxiv:2507.02595 v1 · 2025-07-03 · cs.CL · 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{TIYVVITHT5VU6U7ALWAPMPIMTA}

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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	2026-07-05T11:31:31.510180Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a315aa2679f6b4f53e05d80f63d0c983fedb9f97aa19e113499010ca078ca5c

Aliases

arxiv: 2507.02595 · arxiv_version: 2507.02595v1 · doi: 10.48550/arxiv.2507.02595 · pith_short_12: TIYVVITHT5VU · pith_short_16: TIYVVITHT5VU6U7A · pith_short_8: TIYVVITH

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/TIYVVITHT5VU6U7ALWAPMPIMTA \
  | 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: 9a315aa2679f6b4f53e05d80f63d0c983fedb9f97aa19e113499010ca078ca5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2419371f90a44775c2eecf6a327dc516cfd945aba4659900290f46f8d18ab9fb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-03T13:09:18Z",
    "title_canon_sha256": "8c21cfc83767c2717bdd8f1551c6c877f63c6637f4efe66542fc700c0e0aa6c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02595",
    "kind": "arxiv",
    "version": 1
  }
}