Pith Number

pith:DML4MB3U

pith:2025:DML4MB3UQIMIH6I7VPKMKDH6GJ

not attested not anchored not stored refs pending

Conformal Linguistic Calibration: Trading-off between Factuality and Specificity

Anqi Liu, Benjamin Van Durme, Zhengping Jiang

arxiv:2502.19110 v4 · 2025-02-26 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DML4MB3UQIMIH6I7VPKMKDH6GJ}

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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

2 papers in Pith

Answer Only as Precisely as Justified: Calibrated Claim-Level Specificity Control for Agentic Systems

Receipt and verification

First computed	2026-07-05T11:52:18.161640Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b17c60774821883f91fabd4c50cfe324643663d52d25bb18f8ef9cc5c2e2727

Aliases

arxiv: 2502.19110 · arxiv_version: 2502.19110v4 · doi: 10.48550/arxiv.2502.19110 · pith_short_12: DML4MB3UQIMI · pith_short_16: DML4MB3UQIMIH6I7 · pith_short_8: DML4MB3U

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/DML4MB3UQIMIH6I7VPKMKDH6GJ \
  | 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: 1b17c60774821883f91fabd4c50cfe324643663d52d25bb18f8ef9cc5c2e2727

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0cc05ea443604d754a31b546545b3df4949a9cbcfe2a30681b49e082685da254",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-26T13:01:49Z",
    "title_canon_sha256": "9566c69daab6f59fd040e6539656069d1d48df6d9016fbc980a4e88e40e2ad70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.19110",
    "kind": "arxiv",
    "version": 4
  }
}