Pith Number

pith:2IE2ALFJ

pith:2025:2IE2ALFJF4TDNRSCHRPG3IYJUU

not attested not anchored not stored refs pending

Shrinking the Generation-Verification Gap with Weak Verifiers

Azalia Mirhoseini, Ben Athiwaratkun, Brendan McLaughlin, Christopher R\'e, E. Kelly Buchanan, Frederic Sala, Jon Saad-Falcon, Mayee F. Chen, Scott Linderman, Shang Zhu, Tanvir Bhathal, Tzu-Heng Huang

arxiv:2506.18203 v3 · 2025-06-22 · 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{2IE2ALFJF4TDNRSCHRPG3IYJUU}

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

6 papers in Pith

LLM-as-a-Verifier: A General-Purpose Verification Framework

On the Generalization Gap in Self-Evolving Language Model Reasoning

Aggregating LLM-Based Weak Verifiers for Spatial Layout Generation

Variation in Verification: Understanding Verification Dynamics in Large Language Models

FUSE: Ensembling Verifiers with Zero Labeled Data

Receipt and verification

First computed	2026-08-07T00:44:58.954271Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d209a02ca92f2636c6423c5e6da309a520dea4de66f9453405633389f0762559

Aliases

arxiv: 2506.18203 · arxiv_version: 2506.18203v3 · doi: 10.48550/arxiv.2506.18203 · pith_short_12: 2IE2ALFJF4TD · pith_short_16: 2IE2ALFJF4TDNRSC · pith_short_8: 2IE2ALFJ

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/2IE2ALFJF4TDNRSCHRPG3IYJUU \
  | 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: d209a02ca92f2636c6423c5e6da309a520dea4de66f9453405633389f0762559

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30b1972afb828116b1c7bf6246a283a79699603743c103b7e7aa7a030b920dec",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-22T23:38:15Z",
    "title_canon_sha256": "ac9bf8e947c75189bdc4d83ecd0bd8e072a6c357a434c098403414e44a6c670b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.18203",
    "kind": "arxiv",
    "version": 3
  }
}