Pith Number

pith:J6U2L5UL

pith:2024:J6U2L5ULUPBBPV4JYCNZK4D7VT

not attested not anchored not stored refs pending

Efficient multi-prompt evaluation of LLMs

Allysson Flavio Melo de Oliveira, Felipe Maia Polo, Leshem Choshen, Lucas Weber, Mikhail Yurochkin, M\'irian Silva, Onkar Bhardwaj, Ronald Xu, Yuekai Sun

arxiv:2405.17202 v3 · 2024-05-27 · cs.CL · cs.AI · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J6U2L5ULUPBBPV4JYCNZK4D7VT}

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

Fine-tuning on simulated data outperforms prompting for agent tone of voice

Receipt and verification

First computed	2026-07-05T09:28:50.310392Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4fa9a5f68ba3c217d789c09b95707facf763ad331e4ab85d86f9bc3e0de17395

Aliases

arxiv: 2405.17202 · arxiv_version: 2405.17202v3 · doi: 10.48550/arxiv.2405.17202 · pith_short_12: J6U2L5ULUPBB · pith_short_16: J6U2L5ULUPBBPV4J · pith_short_8: J6U2L5UL

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/J6U2L5ULUPBBPV4JYCNZK4D7VT \
  | 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: 4fa9a5f68ba3c217d789c09b95707facf763ad331e4ab85d86f9bc3e0de17395

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "709c87a46fc77f46a31930004a156133ff5ae5b8f513ec0b8255fe5f750152d8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-27T14:24:47Z",
    "title_canon_sha256": "f1f5ef1e060acb2448e04569837586105ee37fa0f8f67b3fca80df37fd35fc21"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17202",
    "kind": "arxiv",
    "version": 3
  }
}