Pith Number

pith:4QDH3RXS

pith:2026:4QDH3RXS6K6BRONFMLW55BADV3

not attested not anchored not stored refs pending

Augmenting Human Evaluation with LLM Judges: How Many Human Reviews Do You Need?

Jane Paik Kim

arxiv:2605.16354 v1 · 2026-05-08 · cs.LG · cs.AI · cs.CL · cs.HC · 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{4QDH3RXS6K6BRONFMLW55BADV3}

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.

Receipt and verification

First computed	2026-05-20T00:02:18.036222Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4067dc6f2f2bc18b9a562edde8403aed810890997d83da2d1c2eecf562687f2

Aliases

arxiv: 2605.16354 · arxiv_version: 2605.16354v1 · doi: 10.48550/arxiv.2605.16354 · pith_short_12: 4QDH3RXS6K6B · pith_short_16: 4QDH3RXS6K6BRONF · pith_short_8: 4QDH3RXS

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/4QDH3RXS6K6BRONFMLW55BADV3 \
  | 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: e4067dc6f2f2bc18b9a562edde8403aed810890997d83da2d1c2eecf562687f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efbd1d83cabd374e95f9ae31d7ab76f10646bd1986c75d7647d44b7866274104",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.HC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-08T17:13:08Z",
    "title_canon_sha256": "4ed472f1e78b563a2eec4e24e660dd71704aae7aa4963c77e6e6262b9f435c4e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.16354",
    "kind": "arxiv",
    "version": 1
  }
}