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Pith Number

pith:6OXAXF5W

pith:2025:6OXAXF5WGC227VSXW3QMQ3LYSR
not attested not anchored not stored refs pending

Language Models Prefer What They Know: Relative Confidence Estimation via Confidence Preferences

Ananya Kumar, Percy Liang, Vaishnavi Shrivastava

arxiv:2502.01126 v1 · 2025-02-03 · cs.CL

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\usepackage{pith}
\pithnumber{6OXAXF5WGC227VSXW3QMQ3LYSR}

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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.

Cited by

3 papers in Pith

Receipt and verification
First computed 2026-07-05T10:08:43.161692Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f3ae0b97b630b5afd657b6e0c86d78945804a4871a94adea803680b65b17cf2f

Aliases

arxiv: 2502.01126 · arxiv_version: 2502.01126v1 · doi: 10.48550/arxiv.2502.01126 · pith_short_12: 6OXAXF5WGC22 · pith_short_16: 6OXAXF5WGC227VSX · pith_short_8: 6OXAXF5W
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6OXAXF5WGC227VSXW3QMQ3LYSR \
  | 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: f3ae0b97b630b5afd657b6e0c86d78945804a4871a94adea803680b65b17cf2f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "44668db419f0887b09fa985763d4e19ec2f95d4dee87987956e61bf134d196d2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-03T07:43:27Z",
    "title_canon_sha256": "b36f6b550e8e1a8fa4b3e42c0747e3f0f9854854041e8886d3688f1286b1b3a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01126",
    "kind": "arxiv",
    "version": 1
  }
}