Pith Number

pith:M5TRXO7K

pith:2024:M5TRXO7KATY2PX7NFY5S5IJ6GQ

not attested not anchored not stored refs pending

SMART: Automatically Scaling Down Language Models with Accuracy Guarantees for Reduced Processing Fees

Immanuel Trummer, Saehan Jo

arxiv:2403.13835 v1 · 2024-03-11 · cs.LG · cs.AI · cs.CL · cs.DB

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M5TRXO7KATY2PX7NFY5S5IJ6GQ}

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

Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees

Receipt and verification

First computed	2026-07-05T07:58:50.715158Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67671bbbea04f1a7dfed2e3b2ea13e343fe8616bc9d9812df4f12c3ab4503eb6

Aliases

arxiv: 2403.13835 · arxiv_version: 2403.13835v1 · doi: 10.48550/arxiv.2403.13835 · pith_short_12: M5TRXO7KATY2 · pith_short_16: M5TRXO7KATY2PX7N · pith_short_8: M5TRXO7K

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/M5TRXO7KATY2PX7NFY5S5IJ6GQ \
  | 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: 67671bbbea04f1a7dfed2e3b2ea13e343fe8616bc9d9812df4f12c3ab4503eb6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64bb28f5768c9d65087eac9c3a1fdd0b497ae1d98d2f53c92838f2a70a6513a4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.DB"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-11T17:45:47Z",
    "title_canon_sha256": "57f5978e408e9899251d580e070e578a666761279215fc213c23b6b4ea66b14e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.13835",
    "kind": "arxiv",
    "version": 1
  }
}