Pith Number

pith:LSMLM6YV

pith:2024:LSMLM6YVAA54UHPKVWSY5UIMFG

not attested not anchored not stored refs pending

Active Evaluation Acquisition for Efficient LLM Benchmarking

Graham Horwood, Jie Ma, Miguel Ballesteros, Yang Li, Yassine Benajiba

arxiv:2410.05952 v1 · 2024-10-08 · 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{LSMLM6YVAA54UHPKVWSY5UIMFG}

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

3 papers in Pith

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Query-efficient model evaluation using cached responses

Receipt and verification

First computed	2026-07-05T09:17:53.650935Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c98b67b15003bca1deaada58ed10c29a658f19609462251cb91c2986f0fc7e7

Aliases

arxiv: 2410.05952 · arxiv_version: 2410.05952v1 · doi: 10.48550/arxiv.2410.05952 · pith_short_12: LSMLM6YVAA54 · pith_short_16: LSMLM6YVAA54UHPK · pith_short_8: LSMLM6YV

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/LSMLM6YVAA54UHPKVWSY5UIMFG \
  | 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: 5c98b67b15003bca1deaada58ed10c29a658f19609462251cb91c2986f0fc7e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80aa9be01533a1bc4ddb1877efa31c838329b3b5a99ff4ae6aa5e0b4b4e5f5d4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-08T12:08:46Z",
    "title_canon_sha256": "3bdb10fbd1412b30a21140c6eaf24847e415b3f35f549ed311e7e5b0f11ed890"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05952",
    "kind": "arxiv",
    "version": 1
  }
}