Pith Number

pith:E3ASMJUM

pith:2024:E3ASMJUMI2MW43HARTHNTORVVV

not attested not anchored not stored refs pending

Efficiently Deploying LLMs with Controlled Risk

Matt Thomson, Michael J. Zellinger

arxiv:2410.02173 v1 · 2024-10-03 · cs.LG · 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{E3ASMJUMI2MW43HARTHNTORVVV}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

Do Small Language Models Know When They're Wrong? Confidence-Based Cascade Scoring for Educational Assessment

Receipt and verification

First computed	2026-07-05T09:15:17.245980Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

26c126268c46996e6ce08cced9ba35ad6ca9eff53573213f35da879d8cc415f2

Aliases

arxiv: 2410.02173 · arxiv_version: 2410.02173v1 · doi: 10.48550/arxiv.2410.02173 · pith_short_12: E3ASMJUMI2MW · pith_short_16: E3ASMJUMI2MW43HA · pith_short_8: E3ASMJUM

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/E3ASMJUMI2MW43HARTHNTORVVV \
  | 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: 26c126268c46996e6ce08cced9ba35ad6ca9eff53573213f35da879d8cc415f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "647488e4f4ea339545c174a9b51ad2a94c2c97ffefecd195b801fae31ca9665d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-03T03:25:56Z",
    "title_canon_sha256": "0f315bea5adadf0b40473da8cdc8dfc7e8576c6bd4ad9dd9c09b6efaaef4f8f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02173",
    "kind": "arxiv",
    "version": 1
  }
}