Pith. sign in
Pith Number

pith:OXEKTXIB

pith:2025:OXEKTXIBSJLUUTXPRPBWUE4OHH
not attested not anchored not stored refs pending

Reliable and Efficient Amortized Model-based Evaluation

Bo Li, Percy Liang, Sang Truong, Sanmi Koyejo, Yuheng Tu

arxiv:2503.13335 v1 · 2025-03-17 · cs.CL · cs.AI · cs.LG · stat.AP

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{OXEKTXIBSJLUUTXPRPBWUE4OHH}

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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

11 papers in Pith

Receipt and verification
First computed 2026-07-05T10:32:58.538259Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

75c8a9dd0192574a4eef8bc36a138e39f5622e72188f94fa79bbb1844f795402

Aliases

arxiv: 2503.13335 · arxiv_version: 2503.13335v1 · doi: 10.48550/arxiv.2503.13335 · pith_short_12: OXEKTXIBSJLU · pith_short_16: OXEKTXIBSJLUUTXP · pith_short_8: OXEKTXIB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/OXEKTXIBSJLUUTXPRPBWUE4OHH \
  | 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: 75c8a9dd0192574a4eef8bc36a138e39f5622e72188f94fa79bbb1844f795402
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2ef3137a434c6f5f7a703eafd1cf158874d9e8b4fb96b2a15a4267d175bfc461",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-17T16:15:02Z",
    "title_canon_sha256": "af0cf2fbd448034b04844e7f13adb4aa3180700a3186c237b7a5fb76defe550c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13335",
    "kind": "arxiv",
    "version": 1
  }
}