Pith Number

pith:2ERQWFQ2

pith:2024:2ERQWFQ2HOPVAQMQ4H5NWZINGH

not attested not anchored not stored refs pending

Critique-out-Loud Reward Models

Brandon Cui, Jonathan D. Chang, Mansheej Paul, Prithviraj Ammanabrolu, Zachary Ankner

arxiv:2408.11791 v1 · 2024-08-21 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2ERQWFQ2HOPVAQMQ4H5NWZINGH}

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

18 papers in Pith

Support Vector Rubrics: Closing the Gap Between Self-Generated and Human Rubrics

Trust Region On-Policy Distillation

Weak Critics Make Strong Learners: On-Policy Critique Distillation for Scalable Oversight

Teaching Large Language Models When Not to Know: Learning Temporal Critique for Ex-Ante Reasoning

A Survey on LLM-as-a-Judge

Receipt and verification

First computed	2026-07-05T08:57:49.153412Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1230b161a3b9f504190e1fadb650d31ebd49a0488f2b0cb46159997c7114864

Aliases

arxiv: 2408.11791 · arxiv_version: 2408.11791v1 · doi: 10.48550/arxiv.2408.11791 · pith_short_12: 2ERQWFQ2HOPV · pith_short_16: 2ERQWFQ2HOPVAQMQ · pith_short_8: 2ERQWFQ2

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/2ERQWFQ2HOPVAQMQ4H5NWZINGH \
  | 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: d1230b161a3b9f504190e1fadb650d31ebd49a0488f2b0cb46159997c7114864

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7826dd691b965e68825521245185df5ea92e062374ddfe5eb79b948f6b07915e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-21T17:24:15Z",
    "title_canon_sha256": "5e98832ec433f7e8bfb67621289ff5419be3a8d0708d14abe63f3091b316f911"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.11791",
    "kind": "arxiv",
    "version": 1
  }
}