Pith Number

pith:BIZQAIX4

pith:2024:BIZQAIX4ZMNOTTGLVCMXU2CYQT

not attested not anchored not stored refs pending

Weak-to-Strong Generalization beyond Accuracy: a Pilot Study in Safety, Toxicity, and Legal Reasoning

Bo Hui, Ruimeng Ye, Yang Xiao

arxiv:2410.12621 v2 · 2024-10-16 · cs.CL · 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{BIZQAIX4ZMNOTTGLVCMXU2CYQT}

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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

1 paper in Pith

On the Blessing of Pre-training in Weak-to-Strong Generalization

Receipt and verification

First computed	2026-07-05T10:38:36.909071Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a330022fccb1ae9cccba8997a685884e19b51b19e70b37ad4520e3dbfbf1966

Aliases

arxiv: 2410.12621 · arxiv_version: 2410.12621v2 · doi: 10.48550/arxiv.2410.12621 · pith_short_12: BIZQAIX4ZMNO · pith_short_16: BIZQAIX4ZMNOTTGL · pith_short_8: BIZQAIX4

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/BIZQAIX4ZMNOTTGLVCMXU2CYQT \
  | 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: 0a330022fccb1ae9cccba8997a685884e19b51b19e70b37ad4520e3dbfbf1966

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7271e4e7cc7ccbbd43462bd91a3998db041683faec48154f4e0aa46f128c301f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-16T14:40:32Z",
    "title_canon_sha256": "7574033f519edb86f80bd377f4eddc692a9f4403c8a5bbbfb2cc964f2e3fab13"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12621",
    "kind": "arxiv",
    "version": 2
  }
}