Pith Number

pith:HDB5SHCW

pith:2024:HDB5SHCWVIOWB3XA42IVPPWPY2

not attested not anchored not stored refs pending

From Jack of All Trades to Master of One: Specializing LLM-based Autoraters to a Test Set

Dan Deutsch, Geza Kovacs, Juraj Juraska, Mara Finkelstein, Markus Freitag, Parker Riley

arxiv:2411.15387 v2 · 2024-11-23 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HDB5SHCWVIOWB3XA42IVPPWPY2}

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	2026-07-05T09:47:57.595862Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

38c3d91c56aa1d60eee0e69157becfc69bf560e709adb1139007970bbb7a0ceb

Aliases

arxiv: 2411.15387 · arxiv_version: 2411.15387v2 · doi: 10.48550/arxiv.2411.15387 · pith_short_12: HDB5SHCWVIOW · pith_short_16: HDB5SHCWVIOWB3XA · pith_short_8: HDB5SHCW

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/HDB5SHCWVIOWB3XA42IVPPWPY2 \
  | 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: 38c3d91c56aa1d60eee0e69157becfc69bf560e709adb1139007970bbb7a0ceb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d64b7b50644362dda10f1c6ea5898282231014fe497f6de16774379cda815b1e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-23T00:02:21Z",
    "title_canon_sha256": "9bd13244e707a0373b700417d65fe81c7fdf7d6599b0413d989db4432aee12f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15387",
    "kind": "arxiv",
    "version": 2
  }
}