Pith Number

pith:D46ZJVGF

pith:2024:D46ZJVGFQDVXOP2IMPADQSJTST

not attested not anchored not stored refs pending

Improving Reward Models with Synthetic Critiques

Fraser Greenlee-Scott, Jon Ander Campos, Matthias Gall\'e, Max Bartolo, Phil Blunsom, Zihuiwen Ye

arxiv:2405.20850 v2 · 2024-05-31 · 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{D46ZJVGFQDVXOP2IMPADQSJTST}

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

1 paper in Pith

Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains

Receipt and verification

First computed	2026-07-05T09:22:18.651045Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f3d94d4c580eb773f4863c038493394ececa05cb8401cb63f33648d0d70a157

Aliases

arxiv: 2405.20850 · arxiv_version: 2405.20850v2 · doi: 10.48550/arxiv.2405.20850 · pith_short_12: D46ZJVGFQDVX · pith_short_16: D46ZJVGFQDVXOP2I · pith_short_8: D46ZJVGF

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/D46ZJVGFQDVXOP2IMPADQSJTST \
  | 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: 1f3d94d4c580eb773f4863c038493394ececa05cb8401cb63f33648d0d70a157

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a43d91a057520fc57a4ad9c144214916a19f4d4dfb355dc8eb353a60793b3e3c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-31T14:33:07Z",
    "title_canon_sha256": "462ee7d9e8d357616d0c3c2835c483346b3f52af7112b0fd1f99063b08dde254"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.20850",
    "kind": "arxiv",
    "version": 2
  }
}