Pith Number

pith:7PUGVZHR

pith:2024:7PUGVZHRCEOFKORV7UG4MBJWJJ

not attested not anchored not stored refs pending

A Critical Evaluation of AI Feedback for Aligning Large Language Models

Archit Sharma, Chelsea Finn, Eric Mitchell, Kushal Arora, Sedrick Keh, Thomas Kollar

arxiv:2402.12366 v1 · 2024-02-19 · cs.LG · cs.AI · 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{7PUGVZHRCEOFKORV7UG4MBJWJJ}

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

Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Receipt and verification

First computed	2026-07-05T07:46:52.470072Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fbe86ae4f1111c553a35fd0dc605364a4037d850d1f6fa79080ee33862a00679

Aliases

arxiv: 2402.12366 · arxiv_version: 2402.12366v1 · doi: 10.48550/arxiv.2402.12366 · pith_short_12: 7PUGVZHRCEOF · pith_short_16: 7PUGVZHRCEOFKORV · pith_short_8: 7PUGVZHR

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/7PUGVZHRCEOFKORV7UG4MBJWJJ \
  | 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: fbe86ae4f1111c553a35fd0dc605364a4037d850d1f6fa79080ee33862a00679

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77c0212571a394958567677d484ecb7472df65acee01847a9e3c4deca159cca5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-19T18:53:54Z",
    "title_canon_sha256": "5959be27353bbcbb07471eb3d7520ace46b62d6db8bb7c5794d1a5b4cf869522"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12366",
    "kind": "arxiv",
    "version": 1
  }
}