Pith Number

pith:SJ4L3HVG

pith:2024:SJ4L3HVG7FJB72H6H7KPD3FM2B

not attested not anchored not stored refs pending

LLM Critics Help Catch LLM Bugs

Evgenia Nitishinskaya, Jan Leike, Juan Felipe Ceron Uribe, Maja Trebacz, Nat McAleese, Rai Michael Pokorny

arxiv:2407.00215 v1 · 2024-06-28 · cs.SE · 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{SJ4L3HVG7FJB72H6H7KPD3FM2B}

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

14 papers in Pith

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

Philosophical Dispositions as Behavioral Constraints for AI-Assisted Code Review: An Empirical Study

CoLD: Counterfactually-Guided Length Debiasing for Process Reward Models in Mathematical Reasoning

Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety

Beyond Binary: Reframing GUI Critique as Continuous Semantic Alignment

Receipt and verification

First computed	2026-07-05T08:38:15.894812Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9278bd9ea6f9521fe8fe3fd4f1ecacd0498df5bd52022cc02c2acfd46055819d

Aliases

arxiv: 2407.00215 · arxiv_version: 2407.00215v1 · doi: 10.48550/arxiv.2407.00215 · pith_short_12: SJ4L3HVG7FJB · pith_short_16: SJ4L3HVG7FJB72H6 · pith_short_8: SJ4L3HVG

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/SJ4L3HVG7FJB72H6H7KPD3FM2B \
  | 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: 9278bd9ea6f9521fe8fe3fd4f1ecacd0498df5bd52022cc02c2acfd46055819d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a60463404cec2694df7b456c1d6ffcb76a64efdef74d786786bba83e6fbe8fa3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-06-28T19:53:17Z",
    "title_canon_sha256": "e48f952d676c13f40b0776947d8a735d7c08d415f0c29f5dc664987c86f35e2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.00215",
    "kind": "arxiv",
    "version": 1
  }
}