Pith Number

pith:PEW4HTIJ

pith:2024:PEW4HTIJ6O6GYIC5M665N3X64C

not attested not anchored not stored refs pending

Weak-to-Strong Search: Align Large Language Models via Searching over Small Language Models

Chao Yang, Jie Liu, Yu Qiao, Zhanhui Zhou, Zhichen Dong, Zhixuan Liu

arxiv:2405.19262 v3 · 2024-05-29 · cs.CL · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PEW4HTIJ6O6GYIC5M665N3X64C}

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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

3 papers in Pith

Off-the-Shelf LLMs as Process Scorers: Training-Free Alternative to PRMs for Mathematical Reasoning

Trust Functions: Near-Lossless Weak-to-Strong Generalization by Learning When to Trust the Weak Teacher

Process Reinforcement through Implicit Rewards

Receipt and verification

First computed	2026-07-05T09:37:37.683780Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

792dc3cd09f3bc6c205d67bdd6eefee0aa9a9f34d9a8856a5ff9c8b59ff7997d

Aliases

arxiv: 2405.19262 · arxiv_version: 2405.19262v3 · doi: 10.48550/arxiv.2405.19262 · pith_short_12: PEW4HTIJ6O6G · pith_short_16: PEW4HTIJ6O6GYIC5 · pith_short_8: PEW4HTIJ

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/PEW4HTIJ6O6GYIC5M665N3X64C \
  | 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: 792dc3cd09f3bc6c205d67bdd6eefee0aa9a9f34d9a8856a5ff9c8b59ff7997d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "414129eaec3205a5b78792f69d5ce6a70187b46b7de1c03d7aa64f109913f380",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-29T16:55:32Z",
    "title_canon_sha256": "a0d1742a2645f447c0c0bdacdd4d3b240299aa0143dd9885a215f781682917de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.19262",
    "kind": "arxiv",
    "version": 3
  }
}