Pith Number

pith:K2VIYLOF

pith:2024:K2VIYLOFOCVB5QW2AQRJVEAHXM

not attested not anchored not stored refs pending

Data Efficient Evaluation of Large Language Models and Text-to-Image Models via Adaptive Sampling

Arpit Shah, Cong Xu, Foltin Martin, Gayathri Saranathan, James Lim, Mahammad Parwez Alam, Soon Yee Wong, Suparna Bhattacharya

arxiv:2406.15527 v1 · 2024-06-21 · cs.LG · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K2VIYLOFOCVB5QW2AQRJVEAHXM}

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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

1 paper in Pith

FailureScope: Cross-Regime Behavioral Diagnosis of Language Model Weaknesses

Receipt and verification

First computed	2026-07-05T08:35:23.849262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56aa8c2dc570aa1ec2da04229a9007bb1b92c4ad8617ee38d7b7a4bed2127e21

Aliases

arxiv: 2406.15527 · arxiv_version: 2406.15527v1 · doi: 10.48550/arxiv.2406.15527 · pith_short_12: K2VIYLOFOCVB · pith_short_16: K2VIYLOFOCVB5QW2 · pith_short_8: K2VIYLOF

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/K2VIYLOFOCVB5QW2AQRJVEAHXM \
  | 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: 56aa8c2dc570aa1ec2da04229a9007bb1b92c4ad8617ee38d7b7a4bed2127e21

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a4a4098d27cb30f087dfbfa2ba3857d9c473a2f8ac94f3c7f356839696616445",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-21T07:38:55Z",
    "title_canon_sha256": "5011c65d265e0623182ccf4c3061616eb95ee3c9daa9ae849d7c68c66d566204"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.15527",
    "kind": "arxiv",
    "version": 1
  }
}