Pith. sign in
Pith Number

pith:QPFXRXYY

pith:2025:QPFXRXYYEQTSSGAMDYMHSOS3V3
not attested not anchored not stored refs pending

CALMA: A Process for Deriving Context-aligned Axes for Language Model Alignment

Deepika Raman, Dylan Hadfield-Menell, Prajna Soni

arxiv:2507.09060 v2 · 2025-07-11 · cs.CY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{QPFXRXYYEQTSSGAMDYMHSOS3V3}

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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 2026-07-05T11:37:26.021907Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

83cb78df18242729180c1e18793a5baede261c8de6dd6eb1338eb46a4f9863d5

Aliases

arxiv: 2507.09060 · arxiv_version: 2507.09060v2 · doi: 10.48550/arxiv.2507.09060 · pith_short_12: QPFXRXYYEQTS · pith_short_16: QPFXRXYYEQTSSGAM · pith_short_8: QPFXRXYY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QPFXRXYYEQTSSGAMDYMHSOS3V3 \
  | 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: 83cb78df18242729180c1e18793a5baede261c8de6dd6eb1338eb46a4f9863d5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "6a33bc3c49f6baebadbc269accff01b9e676b963063d48d9ddc9a602ec7914ac",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2025-07-11T22:33:11Z",
    "title_canon_sha256": "a4d1e242d15e29794561173b8356ab84de99e95ae0556ecb6aec59a148bd486c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.09060",
    "kind": "arxiv",
    "version": 2
  }
}